{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LgSzX-nVxwkV"
   },
   "source": [
    "Here is a simpler example of the use of LIME for image classification by using Keras (v2 or greater)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "id": "_KS7nU0axwkY",
    "outputId": "21a4f2b5-120c-40bd-8ea1-b73edd8bce0a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Notebook run using keras: 2.4.3\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import keras\n",
    "from keras.applications import inception_v3 as inc_net\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.imagenet_utils import decode_predictions\n",
    "from skimage.io import imread\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "print('Notebook run using keras:', keras.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "w-eyXVAHxwkj"
   },
   "source": [
    "# Using Inception\n",
    "Here we create a standard InceptionV3 pretrained model and use it on images by first preprocessing them with the preprocessing tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 74
    },
    "colab_type": "code",
    "id": "GF8hPe1Rxwkl",
    "outputId": "fdbae3ad-ddfc-409c-bd3d-3ed8ead94a25"
   },
   "outputs": [],
   "source": [
    "inet_model = inc_net.InceptionV3()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GaQ0zT5Txwks"
   },
   "outputs": [],
   "source": [
    "def transform_img_fn(path_list):\n",
    "    out = []\n",
    "    for img_path in path_list:\n",
    "        img = image.load_img(img_path, target_size=(299, 299))\n",
    "        x = image.img_to_array(img)\n",
    "        x = np.expand_dims(x, axis=0)\n",
    "        x = inc_net.preprocess_input(x)\n",
    "        out.append(x)\n",
    "    return np.vstack(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "26Le95e5xwk1"
   },
   "source": [
    "## Let's see the top 5 prediction for some image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 398
    },
    "colab_type": "code",
    "id": "3sxO8vzlxwk2",
    "outputId": "82b2b75b-6bd8-4fab-ea2c-5b365806fb9e",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('n02133161', 'American_black_bear', 0.6371605)\n",
      "('n02105056', 'groenendael', 0.03181805)\n",
      "('n02104365', 'schipperke', 0.029944215)\n",
      "('n01883070', 'wombat', 0.028509509)\n",
      "('n01877812', 'wallaby', 0.025093526)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = transform_img_fn([os.path.join('data','cat_mouse.jpg')])\n",
    "# I'm dividing by 2 and adding 0.5 because of how this Inception represents images\n",
    "plt.imshow(images[0] / 2 + 0.5)\n",
    "preds = inet_model.predict(images)\n",
    "for x in decode_predictions(preds)[0]:\n",
    "    print(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "collapsed": true,
    "id": "_MCRFeNJxwk9"
   },
   "source": [
    "## Explanation\n",
    "Now let's get an explanation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "id": "aP6LjonHxwlA",
    "outputId": "07b6f31d-5207-4cf8-e75f-500fb3f8c939"
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import os,sys\n",
    "try:\n",
    "    import lime\n",
    "except:\n",
    "    sys.path.append(os.path.join('..', '..')) # add the current directory\n",
    "    import lime\n",
    "from lime import lime_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2b7ow1YtxwlH"
   },
   "outputs": [],
   "source": [
    "explainer = lime_image.LimeImageExplainer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "3ADfGCzxxwlO"
   },
   "source": [
    "hide_color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels. Here, we set it to 0 (in the representation used by inception model, 0 means gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 104,
     "referenced_widgets": [
      "1fb1b32b563b4cf2bc565e4f150d5886",
      "17bb7656e07842dda40e13da228550c8",
      "3b0b05ed4a1e4a7492bad6d208b005a1",
      "30f68d0a496d4e97a5f9e59b6fce9f5e",
      "bfe238fe53be4860b53021934755f0b1",
      "f7d2484df9f24bceafc1910e361bc03f",
      "059e79101bc04a6dac3d6c8065d5f960",
      "e8a5f1d84d784fe7b75b1b965aec3fb8"
     ]
    },
    "colab_type": "code",
    "id": "1L0lWZ8yxwlQ",
    "outputId": "ee3a3678-bf31-46ba-dec4-e098c9c55eaa"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "faa50bde7a254cb7986a81274c778be0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CPU times: user 13min 8s, sys: 1min 12s, total: 14min 21s\n",
      "Wall time: 38.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Hide color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels\n",
    "explanation = explainer.explain_instance(images[0].astype('double'), inet_model.predict, top_labels=5, hide_color=0, num_samples=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5XAf25PNxwlY"
   },
   "source": [
    "Image classifiers are a bit slow. Notice that an explanation on my Surface Book dGPU took 1min 12s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uWl908SyxwlZ"
   },
   "source": [
    "### Now let's see the explanation for the top class ( Black Bear)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WXMdU3hwxwla"
   },
   "source": [
    "We can see the top 5 superpixels that are most positive towards the class with the rest of the image hidden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rgs3IwZnxwlc"
   },
   "outputs": [],
   "source": [
    "from skimage.segmentation import mark_boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "5LJMsp3Oxwlk",
    "outputId": "64b82262-8a45-4232-e844-2e15c5fc2d09"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc04fd23b70>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=True, num_features=5, hide_rest=True)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "aAFdw9oJxwlr"
   },
   "source": [
    "Or with the rest of the image present:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "-6eei5uQxwls",
    "outputId": "a9f29754-15aa-43a9-a64d-493f1f01dea2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc048a1bd30>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=True, num_features=5, hide_rest=False)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "y7aoh_OExwl0"
   },
   "source": [
    "We can also see the 'pros and cons' (pros in green, cons in red)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "jHow3M4Oxwl1",
    "outputId": "7cc10571-84aa-4e8f-d6cc-80a56cf7d054"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc04891b7b8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=False, num_features=10, hide_rest=False)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "e5FIt55txwl9"
   },
   "source": [
    "Or the pros and cons that have weight at least 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "ExFQHJw_xwl-",
    "outputId": "2b7e3bfd-5c66-42ef-eaf7-60506b25dbe3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc04882bb70>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=False, num_features=1000, hide_rest=False, min_weight=0.1)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "R2W22gjS1oiJ"
   },
   "source": [
    "Alternatively, we can also plot explanation weights onto a heatmap visualization. The colorbar shows the values of the weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "qXBM71Bo1UPc",
    "outputId": "9f32237b-eb29-4355-a0a3-96163c2360c5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fc0487b4828>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Select the same class explained on the figures above.\n",
    "ind =  explanation.top_labels[0]\n",
    "\n",
    "#Map each explanation weight to the corresponding superpixel\n",
    "dict_heatmap = dict(explanation.local_exp[ind])\n",
    "heatmap = np.vectorize(dict_heatmap.get)(explanation.segments) \n",
    "\n",
    "#Plot. The visualization makes more sense if a symmetrical colorbar is used.\n",
    "plt.imshow(heatmap, cmap = 'RdBu', vmin  = -heatmap.max(), vmax = heatmap.max())\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YaQK8BZexwmG"
   },
   "source": [
    "### Let's see the explanation for the second highest prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ClAt2PowxwmH"
   },
   "source": [
    "Most positive towards wombat:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "cROfKjUMxwmI",
    "outputId": "37bfe983-d4bc-45b2-bca2-964b91f1258f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fddb39e0940>"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5iIATZk0DCDkl1BWOQSELhDqwMotoM6Me1dTe4UVoNbNz5268D2zaNCZoQkX59/OF8/5N+J6XvJfXv/5/cMEFz+LHfiZT+c9y683CI055P1dffhWvef0S43gs3/GcL7JlS+YP37uZn//t9+/zOot1+x5c3P/+99ezzjpr/zsOOKAIIfKSl5zDTV89no9/4kmk5Pd6/RnPeAc//wvX8L9+KfKAB57C2972jbWGiCghxFU59n3hPve5nYc++P/w//7kmO3bxEID78kxk1JCBARP0yqnPG7GC56/gVtvSHzlyoSvPD/785vYurXhdb+8m+3brD5gNKpoZw11qMgp4kNllYQomiLeeSYpoQpOBDGnwboQRRBxiAMPeO9pm4g6RyqrFwlayEWBnBlXI1Ala8JKERKVq2lTS4Uwqka0uSUDY19RVQG/5JnumZFaZTwKhOCIuaHyIx70YOGv3rqbrPcF4Ks3JF73C3vYuFGp/Jhbb1jmqCOOYKl2RBQfMyuTFY5+wISzP3DzZxYUwOa/6zf0Cw64V+PZzz6PE0+4hRuvO5PTTvscn/7041cZgmc84wJuvvkrfPazNeedn3n1q2/k4Q//MgArK8ts3XrCfj/j5JOv5KlP/RjnnPNitm8/cq/XTzzxOpaWJtxyy7E8+cmf4MuXOnbvrsi5IbbgXcIFwTmxtJ0qPmUu+XzgyktaxlVAnCfUNf/PK2Zs37WHNitoSxAsRg8VihCqMU0byeI49bGP5NOf+SxtjHjvIEFSJbcZnLnrXaogZxvoOSkqDlVFRFC1MmQRKQZKzHgAoQrMYoM4T86JIEYktilCCLikpASTZoVxrBmPa7JP7N4zZTQaMa5rlpeXufqa3TzzKSOc7qDyjuRgVI244xbYMBozHtXMmpamVbLCtrZB2obrLm32+ZsMxOCAHpde+kgm0yPYvvOpuPRInvzkT/WvbdlyG5//3DX81E/W5Jx54xsDr3nNbi688F1cdun7edGL3sFJJ1217nGdy5x22qc55ZTLOeOMd3LCCddz0klX8e3f/slV+5188pV8zwvfznTPOZx55rlceOG38q3flnj0o63H3wlkTeQUSSnTNtEGmROCc3gfmDYtTRNpm5bZJCLaxfgmLpoKERg1M20bqwjUxOcvvtRSds7hOi8A8M5b/aBY7jCrMqprxktLZM2oQKksKoPf0dUdZoU2Z5JaBSMioGZcLO2oJLEORs2Kc1bZuLtpWGkavHe4IMzahpQyu3ftRkRwPuDEEyOkpExnM5ImJnHG7slutu/ewWRlxnSygp9NaNuG8dK+hXsGT2BAj61bT2D3buERj34zF/7Hi3n+6X9PzsqnPvVtvOQl/8Cv/Mputm2ryk2vvPWtwnjkEIlcf73ntf/fuTz+cWMEQZzF0NdedzLj0W7e9g838nOvnfAzPwH/+3eFZz7zg4i0HHfchXzxi0/n2msfwUMecjXbt6/wy68ds7JyE097xj/ysQ97vnRZJnhPSpngKyPiyqBKmkitUo9G1gKsAinjUyKVTsBKhKUNG9izsgcvtu5AjPZ+0xGwWB9ng1ycIwMUY2A6BDZwxTna2KJqVKBz1nq86A1IyTDYcQVBSDEjhfsHwAkheFZmM6q6tgyFh5AdM5QmRmoRnFjmYdY2jKoKbSBLZkk8bUwIjiRQBfNQMqDecfvu3VReWRqNcKrE6Wyfv/vACQxYhSOO2MkPvvI83v+eVxJ3XMe3P+99XHHFw/D+A3zPGQGPgJhEd1VVtDESfMA7x6iquc+mTThgvGmZWUx8yyNvZef2ii9erKTCij3+sYk3/sUKHzzf8epXe37oh1q+6+mnsWvHRfzB73muu0pwwdlM6IW6EnKbmKy01urrPSoWp1MIu1S6e2vnqQKoOnLOZIEYo82yOeOcIzYt4oJReCnZDK5Cq8lm/xBoUwKUynlUzLW2088gNvhjTITgUdWe8AOsXsDZWgdOIIjHqaPVBE5BxQZ0zjQx4eySEpxjPK7ZPZuRs7LkAjErSayUuXKBKngqL1YKnSKjqgZnHsjGumIymaAhIN4xmUwZq0OcEmr4ym27Bk5gwP4holy/9WauuuxKlsKR7L5zxNOf/j5eduYYr4o4G4QpJowDE2KMbNh0BJPpFFdXtJMpcc8KOMenPzkmq0l7pZgYj0Z86dKWH/9vI758hSN45c1/GfnSZRdx0adqcB7xCSX3A0vVm1vuUz+Dm5EQUgItBT7OeXP1cwIJZJSl8ZjW+15yPOeME2f9AQ7EechKFssDCPSko10PKTOs2uc4R87WeNRlGHIu7y2egJbnThyoHavynraNkG2/Tq9ASjjhcKQYSa3xBY3aMmlOxMIFQLyQybStUteOEMz4SrA26eygGtVMG/NUgvOIBMa1I1QAu9b9zQcjMAAwQY6jj97G859/Lmf/U8vll93Bt3/bI3jbXz2V8/9jhUsuvwm8kJL13tvAc0AElJXJCnVdcfv27SxvXMZ7R5o0SM54ESYx0cYW7xTJmUu+GEhJ8U6I4vjMhTUpt1TiyJoYjWrLy7tMThkhMGtanHeIOAsHHDjvjWBrbZ3BOgRUPYgjxhk7pyu0bcQjOMlUoaKuK8Q5YozEaDl7SNTOIVg9gAmPQBZz4DuPWXNGxGoF5l70gsiIKjiHZi0ZBjtmzNGMhJMStmREi5FRRcjUoSI2Ee8CQTyTtmVDPULVgXgmTUsQz8bxEpPJFOcErTNBKo7YuBHvzCMaV2Pu2LmLto3kCvJMCXHfQiiDETjMceKJ13Hiiddx55138KUvfZE3vF55wx9XPPO7dnPEfY5h19bAV2+bEYIjabl5cYX70jIQzJ9NORMnxmbHNhLKbNimiPOOSox4i20qbDukZLMjWYk5IxJxleXlRK2YJraJhBFiOCArVaiYtA2hUkLlca4qIiElPVe8lqSZII6AUNWBUVUxWZmhUpoEVYnYTBuQUjFo10Yz5OKRdANWpfMOSi1AgaoWP4KiWeB6r0DVKgMdYt8RxSGk8hfBuA1xVHVlRk8cHlsrwRVCcRQCKSWadko9CrRtSxsjVV2R2hYNDpVMO5mwcVQxQZnESCtKnfadAxiMwGGMLVtu48UvPodf/IXdfORjcPkVRnKJT3z4ox/lWc86nQ2bjmRUL+H8bnLb9gy4iJXFeCdlVm3ZuGkT7WRGnLa44BiPx0wnEcGhKRIqTzNr8ZS/VU3lA9EbQy44sipV8LSzaMQcgqYiEqoCUZEuW6fOYncnSOqq75RQBWKMaKuoKCMfGIXKRnKClM1weOdoi6ZARshiMX9WI9jEgRR235WSIc2Ao3f9O/TPi2FwCN55okZyVsQZP+CyyZuJ0BsASzk6ZjGCywRfE+MMUSE50zVIORMQI/5yJrWpF/PXnMlNS86B7DDOAqgEqnHN9tkepu2+PYEhRXgYo64bNm/eyRcuyVz2pdwTZ04dkhJv+pPXs2vnDrwLNG2LYimzFKPNkhmCr6iriuA9s+mUpY0b2DXdw57JhN1Ng68rfAh4Zy56vbTE0oYl6lFlXrjL5ip76+hLSWkmDUkVV9cQoW0ibWoRydTBI87It9GoImZlZdLQZmWWLMe/YXnE5k0bcN7i+SYmpk1DmzK7mhnqjbFvkhX8em9zoXUbGqMPNqNnsbjc5MlL5MA8PFj0BqyYyIxBLKImmXmGoHKe4K3IqA8hsppxEDtmkzLTUk8g3qEi1tiULfNR+wrK4iniHeICs5kRpmQlTSNNE00/QSDFho3jilDte6gPRmBAf9OL2vJc4qxA6LZbb+JTn/4UKUdCCEZQlX5747OkEGTeCLOUWd64gelsxqxtmE6ntDExbUp6KltV/EozoYkRxbT/xRlRpsXlnsZIypnpZIXJbIY435fvOieEqkK8kHIkxWQNP1IScDkzWVkhxdiPs6SZNidmbSRlExWdxoZp21r9gGqZ5yGqNfb0ELEBSjEKC4Nfy3t7vgD6YwHWmkwJObJxIjGXmbvUCiBQlwyDOGeREbmkGI3IjGWVpJQte1EFb6nDNjFtWpxzVvSkagurOPNqQFnasGRG5muM9MEIHMZYXl7hT/9U+NxnbYhZ5lvRlGhiZBpbds320GpGc8aJ7+PlUu1iM+2sQVNCNHHnrbdx1OYjUbWOuz0rKyjKynTCtJkRm5Y9K1OaaTQ323k0W148UdYDwNYQTDlB5UgKGSkDucFVDl856lFtmQpV2tQUHQAl5zLbit3epiScaHOy5cdSoum0A7wjkRBvYY4Wg4PYMbyzZiBxQi7DO2fzmmDuEeSc+xoA733Z37IKOEGdkXtZTVREnfELiikf+2J46yqAgFPFYzUKs5xoS/PSLEYcjmOPvS9JKDyNMmlbVmZTpA7M4oxpE0ki7FjZxSxm9rEQGDAYgcMWIiaauW0bzKZ9PsxiVFGk9iSU7dvupJnNiF1GwHnqqsKJI3hPFQJevKW4UiK1DaO6ZjQal1SdYzZrCFUFalVxS+MlfLBVgUVsEZB5LJ4I3qruYskROu/6zjsRIcWEqPEE3jsrTBJbYDTlhAq0bWsqw85Sac47xJvRcf2gW4zrtbQtd2G99BV+zpUmoVIu7JzgnCv8yPxxh6yltXkhzahK8ZjsmManWmVhN4urmnHRbOXJwXmC90XdyLyQalRTVRXbt+8khJpUSE0nNt23ObG0NDbj4BxRlZggxsEIDFgDVeETn3gyZ56pnHyy9qmsLrWVU0QEdu3awe5dO/qbFJS2aa0SLzjq4Fge12xYtkrBJrbUdcWRRx5FTuYCZ4W2afBiKUbN2WS8FNo22k1Y6u6tDtdRhxrnAkmVJkfUQVeKm9uMRBhXI+MHREqXnw2wnIyvmA9QY+rNc0l4HxAnVFUoA7JU+jkBzThfPIiY+pnWynpdOWYXPBg6Y9B5B8Wf6md3264mXELnPWhfmqzF0wLjRFCxZdNTQnKiKsZqGhtCCOyZTC1MyhlVoU2JEALjjctMpw3BCaEK9jslU1lu28EIDFgHN998HNu2PZXTTrMOvdzf6CaM4VxH1qVeultw4D31qCbGaHX5ROogbAg1XoWbb72FjZs2Uo9GZDIueJwLtK0JeaomcuEZNGVzgTG2PCcT/dDSeDOurV6gq8pz3mY3ESMv22iLjcYYmcya3hCIN7c7arTORWeuvQjEti2lwBYSKMVwxDSPvaXr6jdYGbQZg5TMK+hm/75uog+8XUkhzolDRRAvVE7wbiGsUCsndqVGAbGKxSxCQyY5+x5SvIZdKytkEaIkUGUkgTYmZrOGdtqCC+zYOSEnS1MGb+FWTHsLr9Cf7YDDFjk72rbijW9SfKDk/Y2gs8U5EjE2fU1AzqnPj8/aZl62mwGMrd+wNKJCWB6NUVVmTWODWpXl8ZKlIAXqUUWMDSlFCwm8Q7xHPUQykWSDRcE768cHLYuCRKZtS/CWhnMls8BiG692M64N6phNfrzyjiq4kpIEmBN7dB2BdiSrS6DU5GdApJiFefagw1qSUESIMS0c25wcJ87ER7L2ZrX3IsS25Zz6Woe2eAiVL23KwLSdAuYBOGdbZzExGo05/vjjmcVEzjCbNXRjvw9R1sFQJzDAsJbtFqyhppBgvqpxwardJMIoVKiz4pzUJggVbWyoQmCclWuuuoK2mQFCGxPeKeq7Gc8hki2eF09TlgynxPnB20waXFVWEFJjtzUhzpPynHCrnaNVQUmlS1Cpx55RPUJWpvhSO2DVPuCdo8kLBU8lY4GU2dvRcwFdlO+cuekd8bdefYCl/eakYVdS3DcV5Vw8K8VpVyCkJZQxbgPoQw/vHUHEeiA0EwS0kKCUsuMgnphaMkorGAnrg6V0YzLxk8nM0ppfo0dov56AiLxFRG4VkUsWth0tIueJyJXl71Flu4jIH4vIV0TkYhF5wtd7Dw44ONi+/Uim0xFa3EcRCL4QZ/0s1s18RpLZ7GPklcZsRS1dq6wIo7qiEovr+9RbSuzatYsNGzdS1yNy0pLiavrZNZWYunN9FSPTYj8zlvhZrU+/icZbzJoZfRGjU1zwTGNjHEbX7SdCirFP2+Gsc1AWcmfOuz5mt0HcMf/z2X1tlWC3Ped5J6G9x9KffdUgZm8ShZx0jiCFXCzGtqpqnPPQ1wVkJHfehUM049zcwzCrx5QAACAASURBVFGUiNJqJgGTyW727NwOTslO8KMxoQ7ElEqL8/r4esKBvwGeu2bba4APqurJwAfLc4DnASeX/2cBf/Z1HH/AQcTFFz+GnTu38IOvKmx0yYuj1rbrXWneUZtFKfF5zLE0yBip1cZMm7vKP2FcVdSFU5DSM9+mxO133sEsNhanRiuAyVCYf0Cs0MZa6wRfBaR0CnaEnfdWWZhyZjQam9KPc1Rl9vTOHNzaueJtQN/QI7BhaQk02+dIx31QPqdrBbYwxxYfNQ+mm+07LBqEzkD0hqL0Ddhr8x6BNmXqpaXe4HWelytlxs5ZaGQ1AkVxWISo4MSTk/bnmXK2xieRPtMSc0vTRmZNw/ZdO2mnDU6cLba6D+zXCKjqR4BtazafAfxtefy3wIsWtv+dGv4DOFJE7re/zxhwcJHSEi95qTIaW3+6E0+oKityKaTXXDmnuMXi+qKUWGJ157wV5JTimOCUDUtjbJ1fZzNhhsmsZaVtiDmzvLzEqArzm95ofVAtysCZTqgj5YwrpFu/iJBaJiBn29+L0DQzPA7nHG2M5GwDSFRwElhZmVCXGoAY0zwt1x9P50x/V9QD/bae7NN5eKB99qRLD3ZegH0fldxnX6bTiYUuRdVYtfRdxEhsWzOkJV2bynVuyczKb9EJpCBG1HrnOPqozTzkWx7Jgx56Cg866SQUsd/Ie7IIld+3nNs3Swweq6o3lcc3A8eWx8cD1y/sd0PZthdE5CwRuUhELlpZWfkmT2PA3YG3ve3l3Oc+j+HXfuMYjtzsqKrKGOvSRtvG0jlYRDRyabxpYkMWG/Ba2mIrH3rxDSk6/Db4upLaXCrmAISVyQriXCnNdZaVQEzDzznr51crxBFxeF/hvJSZzdKVwnxA+SrQtA1tbK2y0JncWIzRGHrnEG+DnzQfxF1WAKBTALbQgH6fxRl7EZ1REHHmzhfkhf2sKMj2tcpLC3UWG5FSWSSVYnTNpGjXKNFzB67LLqhSVzVLS0s4ES677FKuu/56rr36GjtPsTBMYSFzsTfucnZAu6TnN/6+v1DVU1X11OXlfUsfDTiwePjDv8zznvc+Pv3p0/i+70scf5xDkyn5mKRXUcZJ1svfMd4pJXIZNF2+m9Ihl1Iyd1dgw3hMJeAFfKn5F9Ei+w2j8RJNSkbkLaTUnARyTLjCVbhuoGRryEkxmcpQF5fTDSTFh4qmSWSBI47YTC51CeqE2KkCiVugPOycUMvtG3k5zzYskmrzWoA5Fj2DtJCKy137sGqROVswOtKpDHV9Ca54DF1YMvdEuhJGEYeoZQlElaqu6PiOyZ4psYlsu/0OW1MxpZJZcTiUlOM+74Fv1gjc0rn55e+tZfuNwAMX9ntA2TbgPyFOPPFyPv+Zd/ED33sJpz7xH/jtX9/F9dc7pNSgL8a3wF4Ms7Xumsue2sRsYj0CEpyJflQBJVOPHD5I34jjxFJeLOTdJ9NpP6C7yrhQBZqc6Hh5EUr9vGNUj41Mq6t5qFKq/GZtwyy2Npiy6REoFGEQMxSj8bgnBbtZ3pca/rZtSTn1bvlaLgBW8wHd88XwoGylW/SjI0jnaUTtvYAuFOne67pwaH7weQGjWmOSosTYMpnNWNk9oWliua6+v17OOVuSHUX83d9K/C7glcBvl7/vXNj+kyLyT8C3ATsWwoYB/wkwGs14whM+i6ry7xd8hD9+Q6bygdOfVSMSiNrivFX+WdpM+0zA4ozXlcIqQqgrSPS9+JX3BOdp4oyMLaqxYcMSs2lj7bIi1k7rPdNmNq/Vd0Xfu4QbUSBqwomz1FiR7co5Ic4Gv7fNJsOVMgSYNi04oYmJ2DQWlojQtq1lQBy0sbEuPE19/G3uvlgX5QLL3xmB7nt3IUHvtTjXZwdWpQ/dPOORi5djc78UTsPER8Q5YuqaoOxaSOmAdMXwheAgY6XUhajM5ZpETUULwc4rUrKfOaN1RS0102bfasP7NQIi8o/A04D7iMgNwOuwwf82Eflh4DqgE59/L3A68BVgBXjV/o4/4MDD+8Txx1/PaDRly5aLef0bLgd1fPjDWDqqMOWKxeqZMmOVWnqQVQbABsFcm8+UfwRKPb5kQJQ61Kj3TGcNsWmtJ0ADTbJilpQjdVXj6Npri5ZfkdNKsS3NOA6NkRRtkPrgSSqm4VdktlJu+9keZ7UBTbJBTxl6phxsg7EKRaizFBn5UhIck/YeUJfiWwwBFtOCXX1AZwA69B2GnQvfvZeuEMlSfqrd9S9FTphRTTmbTkOp3AQlJe17Frq1EYHei6iriiCetm2s4av7DWOi3c/9sV8joKqv2MdLz1xnXwV+Yn/HHHDP4cgjt/PSl/4Tf/e3t7N9O7zzXMc112K99ilRVzWUWDZrsj74wo6bEXD9DDfPk89LZDsJLg+FHHTEtiVnx2hcM2saYhsZ1bWVDHuHtpEcjcgDIxEpFYEpRpyY6IgJeNhN7rxDihxQViU2Dbo0YlTVHLExcMf2O0vqMhG8N/2DrCRSz9x71xXkWIejqs223otVBJJKOXBJ0a25lmtJQVU1wlG7DMbqMGFefShzQ1BIyJx1lTehOaPi+tdiqazsDLDxDdpzI+YwzfmQGCNVEDYuj2n27LaGKoTgvK2o7Pw+S4eHsuF7OTZv3kFdr1DXiS1bMrt2gMcEOT2u7wA0bcxyIztngp9ryLNuMFnRmr0W29Zq7oFuCS5XyKi6CrZAZ1Zim23V3VlD5TwbRmNCWZ23KSKgWuKCrOaCOxHG1YgqVH3xjAKajID0wZPbRDNr+kHWtpEKoRZrSXayIOCB9AYu5Vx6BOaNR6gVSdl3zHu1DK81AItZgUVSs7tenSxYvz/0A3tthqGrKSjefslQLByve1G7rVqKOq32wYyfMB57NtT1/PgZgliWZV8YjMC9HNdddyJnn/1Knnjq0/ixH1c2biz6d7nMT93MpLa0lwlgWIPMItO91t3tnFcrMPLmQZQ73gdPPRrTzMwRTbFTznUlX6+9AGnWXJSApZ/lVNWUcQozXoUwJ+qL9remRGwjk8mEB9z//mWh0DKIspb0Zi7fsxu05q10hkFYPWvbQC0lwws5r8Vy6sXwoGPwLWW3d+1AxwF0KT/HfMB1YcmqPCRdyGD/HAueh9oZ+67bs5xfxyMIto7BdDqj9qEXLkmaaGJj6tD7wGAEDlGIKCeeeN1+97vvfW/lgQ+8nu/6rg/zi6/13HyLtdEiJrPdZiu/zblwApjyjvOeKlR7lcqCEXOarVy4Iwgpg8MXMcw2mopPcJ6N4zFeoR5XjAqbX408TjLBO6pQlapD6/jr+AHnhOlsiiiE0LX9mjVQJ8ymDSrCbbfc1A9M7x0NmUYTbYq2UAjapy69eCofrHcAbB0F7WZo6yysvMd5K8LpuIJF9t8vMO2dUVivQaczBKO6tvBJ7fO041B07t6bFFnHN8wroXz32M1/hxCCGTQxg5uLh7B952527Z4ymTSlTDmTneKqwL5NwNBAdEhgNJrx3d/9fhbLMXJW3v9vWzn55Odx5ZUnc/zxN/LEJ17EJz7xFJ785I/zqU89ibatePGLz+Ef/v4Wc+FxpQ7fGdnmrJikk/dyTrAVOKPNXt6hsWPEu1V1pJ9DExmTw1bqygb3ZNYwtuVwcB5GwRbknOREamOv7OOyKwuDWJecCH0NPb0hCqCm0NPl1V0h+rJCo4mgoZ8NVdXCDymKRWWmFUcvnWaFR74M2m49AcE5LTX79jzlbEZnwc03Y9BxA5mF2p5V+6xNFaayXFn5plBEWrXfR3p+xLyNhF+sSiw2uARDVivgnBnO1uTFkprBJdnA7/oZci6Kzl8DgxE4BPCKV/wjl116C69+dWCyZ8X6y3HcsU346Z8+lzPPrPn4xxpe+pIZv/KrV/LSlza89rVXsXnzM/iTN97KH/0h/OmbPLt20OsEZlWCBDLJimM0WZTZFaf0KTMb5J1L672jbdsSB4vNSipUoWbjhiXLV2tGvCkBxaJFkEuokXOiqivUOZwEfM7EmPBV6Hv0LeVmJF/t63k+XUGLEXNiZFjMiZXptNzowtKGZdqprc1HyY/HsspPzlg3XhH+MgOTjTuwXmq0yJBZtoPeuCxmR1TpCcQOc85kddjknCst1+bqW/O1lArIuReSFz4DsVWPo3ZCp4spSe37APpCpPI5rWZG3vceWl+QVMjGfWEwAocAlpdX2Lkzct21glARC7HlfeD3fi/ze787Kf32wg+9aor3jp/6qRXOOuvd/Nmf2cx5w/VK8EaqIQ6Ps0J+7MZNWRHJfXi6eEMLpQdeistfctRdfGqttom2acmtLQpSV95aXHOidoEjNtiyZBO1WDo1La4o+4iYZJidg2K9dtZLIJWlEruqwc7pzkUBKBZdfu8dKUPTtniBpo1IVVp3XeleCELti1IvZtycdoRc4fEXXH+3MMg7VSGrlOzIUXttcfZf6wn0/Qb2om3vyQb6v6u9je7zpV/5qNuxk1Vf5BVTURZCiiBJLHoFUrw2xdZa3AcGTuAQgc2ikdg21kjjymq7ybrzUlq4MdWUcv7Pn1ngKOJBTeRCoLTWay/20X9GXj3DrJrZCnsei6oOpRqPlPBqcW4QWx8vpkTbzGXE2mwVeKgpBXmBpcoKjIILBBcsJQYLM5ade0yRpm2IbWsqOb1hmrf+5kxZWFRpZw25iG1YDYOiydYLCEUl2TqMzbupXOj1EdvWuI7gQ+9Oz3mA0n/QMXLsXTzVYS2HEpzvQyhxrpT+0XtXaw0A2YRVF38DKSm/4pStyU6Yceq+k3eClOvoncM5+I1fX31OixiMwCECKdZfy0/WNq2l0OpQFqgEyFTBblbJ0K2imWIss4I14FifPSVYNreaUtgCC7FsP+uVXD1S0m7g1ZqFxImp9ZKZzlYIwW66VFSI0IR3njZFkISTjPNi6wh0kuPQS4xB16dgsuNttAaYmKO1L5eQxVJ8XcFMpnaVLSkOtFlxeKR0F3YD0GVH8M6MgZT1BICR8xy5vBEvNmDXegRdKbFzbtXs3zH2i9do0SOATvV4YTViuorBIpBa/klHeqqyvLxk8XwhA7vZPGCrENWhskVZimaB67IJ4jji6KOgqDShyhOeEPmd303c//j/ss97azAChwi65bFjkfnuSk2baDXuHbNsbbZSWn4Lm+y6/H+39La3DrU16SyYu709H0CnhWeeg3Ol1diHvqilk9tu2paVlQmxjcUbyTar5VzWBygNRGU2m2sK5j5utvOBeZXiohsrxdWxG15KbK7Mm4y6eTqLRf6C4vz8u+WUiUXNlyLS2WbzpLz48j3ncTasjfcXlilbE5uvh5RSn3pV5tLkWp4rpUKTjgS0pdO6Wv9VXARCmyIx2ZoKrlRoukJY5py5Y/ud9rk58/KXw3kfzJxx5gPZtm3LPu+tgRM4ROCdIzhTjrVBa2RRm21BUOlu4BLni4AXZ0tjeys8UTVJq+4GZGFWW7u23noNMoKWnL2VBE9nM7SsupvU1tsDTxuzqQdlExXtKndjGwvRKIQiOV5VFXGWrBqQrvpA1/l815NonS5fKpkNESPQtFt+vAiJ5Gipzk4c2BSRHLjck22WS1d0NsEHX0jMSLca06K7vjjLO+dK66+uOc8117CQrGvTjItrGnaeQvf6dDrt3995B1bPZGKlLKyCbKshFIMoymw2w/uK8dhxxosc7/jn/8Ltt9+HnTuP2Oe9NRiBQwXOZnLvhKTSx5MdoT/Pk5cmHGyNgJyizfqt9dPnUl3mOk29no2393c97evNboqx/SF42qLvD0LMFqRYNKEEPOBK266SQqaua1vdByWLgFNSUxbe9N7ShsVa2CC3VJ32Ap/mMtu5zdNyrjDfuV/mu6uicdZjUKS9bKUjWyrcYWk71AhFQciayFFx3vcz/GI83qEbzGtj+cV9F6+bl9LoUyzYIqO/yG/owvG7z85FpUlEEO+477GZ8ThzzbVd81YJJQS8V15wumkxeloe+4TNrKycwdatJ+731hqMwKECse48zZmUdFVaafEm7WYwVUqsb0y5Zy7qIQszT2cA1t68uubYPU+AZRhSanuhkE7S24k3LgBTuq1qz3QyYzoDJKGVlfKKc8wmMwKeto1IsNy5FDJPU9d8MyfQbBiZgahHNdOpqSBbeCM05Xy6fgARLVkMkzATLKMQQsC1bUkdZlAl+MAsdd6FeVYWurhVA3zttVn18yw8X+wy7JqDtHyP7v3ddbemICFG3etad30GCozqxF/8pbJxI7zsZcJtt9n38cFKv3/2f3qe9KRn0kX4d9xxDNdeu38DAIMROCRwzjkv5oEP/GvqjZk9d1gxiZYCk7U57MVB3W2z6kDBFuHu78X566xOCe7TMKCQ7TZbXhr1BF7bZsQrIgnnTCos5oRkqOoacYqXQNupE1VFSbdbQcgHHFOCE2J2ZNc1zwAlfHeuMw7WtBOClC5AG8y2hkG3PoLpF6oHTd2ZW6gUNVGFwKxtoesczKbhn3Te8GMpytVLjXWPpSdT976Oi887gwysa6ztmkvfIbjoIfiFTAjACScIJ530YLZt28L551/O+98f2bABnvQky2R85jPP4zOfOfnrvqcWMRiBQwC7d2/k9NMbzviemr/7O7ElvNKcTFt7k/Z/F91nSihJt239mWzRGCy6qx0hZzNrLspBgg8BtO21B33Jodd1jarVMngPXjwp2gw98p4wqmljponRXPSOLY8JmOsKSllzwFYhc73uYeWL2lApjMmpy3jYGUsZ9F1ZrsM4he66VC5YuNI1/5TpuuNKvhbZtzYDsPd+5resrRlYlPharwCpv8zMw7Juv7e8Rbjyyodz4YXfCjyXE07YSttW/Mu/3HUJz8EIHALQUvLaZpOsSgrBeyTLwj6r88ZayCQpd7V2S3wJLJJZi95D997FY3RNNqrZ9PmKizudzqhKlV/WLk43EYzC8ZGz0uSGDdXI6gREqbzJhgXniBIZjQOpzVQS0GRcuRcTCVWwElm1EmVLydnpazLtwpRTt653777Pi3nKuQuk8kZRRczOlDSbeSOZ1HMN62FtQdDi9dv377Z3uLaPo/e/iSww/QBV5Xj5y4Vrr30WV1xxav+OrVtP2M8xv34MKcJDACsry7znPc/nIQ92jOsRTjtFmgXCClYR1QJF49dSi7kjkvaagXSVKs6qeHRVSLFAhJWagpTmqT/U4vkgZZXh2YzUJuMPijGR0t3nECZNY1kCZ3UH41FtLn02+ewQQtHuzySNVusv2nMHdVWZTqEsipgWubNusJbPtVRkspLjLMQcSaRCFpbvS+EX7AvPK+7Wme3XXpu9mP9VKU5WvW+xpmD+nvnv0nVuiggPf7jwyU8ey0te8hyuvPI0VPdnTL45DEbgEICqcOONx/Mj/+0Ijtlig6ZbqaZHIfuc2LJd3QzeqdE4WT/+X4u1s5xFAdLPsLbWve3T5dOtAtEMQxsbUhGxGFVWNz+btox8IHhv6sBS2l6bWc/ee+9pmrZ4EUrb2mpGy8sb+3OxtHgR3ciZNra4or6rYj2QUtb060hP81yKRHkZhF0BT3DeNEtKs5CI9FLe3Xjb17Xqti/G/Nbdt7eX0O231itYPO5i1gDg1FPhn/9Z+MAHXskXvnAaOR+4oToYgUMEN998HDfe+AD+4A9avO+abfbeL2sutQI2u8Wihb88Hu3TLV3vJu9nNyjsdjd7lfi5fL4rZanWkKP9QOoKa4BS+tvSNi0p5bI8uLB5w6ZSPVfEMdWMwWi0ZKXAMdOUxTOcODRL7+0kTagsKu5YRiTFSPC+76zrmqW6UZ2lK/hRq1qUEiLJ/NiwWqJ78fF6DH5/7deRGev+LkqUrU0xdtuqCn7pl5QLLgj83d9VbN36bNp23+sF3F0YOIFDCO95z/N52cuu4OGPaLj0Ml+Ucew11e6mkhIPU8Zg0fRfU/3WYe+Zad4dt24BkVgLq/cOFVPiTam1EtaSGtOsaIAsggs2U8ec8KEip0jTtFRVoGkagvckJ0zbxlYYKi55cAFQ2tms93JiMiESKYUzWY0/6MaxLwO5c+nNeyjlw6qoGGE478IzAVCrC3C9HdiXUVwMmZybVw6uvVb7IhXXC7UW933hC+F1r1P+5E9+lB07Nvdc0IHG4AkcQsjZ8cAHKj/yw0oIvlToWQy66LaKL91naFm512LiteSW3Yirn0tx99djtaWk9VJOqCwW1NAz713pbquZNqe+yQmEUBXdACl1+0XRqFsSLBdpMs3dCshd27DrJ2lVLRJg9lwciHf4wi10KT/nTVW4K6fuPljwhczUXpC0k+iS0mC01vCtLRpa+3e9uoG94/69sZaD8V649NJHsWfPBnJ294gBgMEIHHI499wzWd4ojCohlzRax4R3N2InYtktqW081/qzf7fvnOCaNxF1x+xc2bnOn5Bz54qn+c0spjEIuV+PIGeHJkfb2sIlVV2RSmeg6oL0F0WOuzTVJLVy2OBCz2/APBSZZzNM6agUSxtnoNY34JzfqzOyq923PgIzBt3/7jp18ftaLA5s16+zuHecv55RWMTiuoMAmzfDKafAq171SP71X19A09Rf381wN2EwAocYbr31vjzz2Vt42jMTXk2gc18FKSLSNxlN29hvg72JrW6bGQVW7bP4vu5xN6BSyeEjnZKNhROue38pa3XeNANMxdiKiEJVW9wuOvciyufP19qjVwECEOcYVwtCmpgHEEuWIqstL96t7deVIveufF8KVJY3VxNZ7T5n37n/vb/72ozK4m+wmDFY79p1rx93HLz1rcrZZz+ST33qTGaz0dd7K9xtGIzAIYZduzZxySWP4n/8jDJamq/6a8FwtyCmFgZ/nv5ae0uvvknn2xarBdcrIFr73HWlB+ZI9xJanSBHJhNRJk1L05qmgPOeadvYugCVx9emmdct/oVa/799gwSL+n2iJI0L5wKhFAKxitszNz+lvJfBU117Pcr30fU1Fdaiu07d48XrsuqoHVG6zvbOizr5ZHjBC+CTn3zyPeb+r8VgBA5BXHTRqRx37AN42En0JWauTwu6fv3AniSDPmZf/L9KtmthG6x/Qy/+7UMPncfdav2tOG9kWxMTiC0AqiW/n5LF+a2WFY8zzKYtIhbna06k3GDDP5Edq5h7EWuh7oyXZtMbKCuIG//RLym+DnsP89oc3ft7dt2B3Uy/XqzfDeDuIOtxBN3z9UjAxWPu2SPccgscddSdX+snP6AYjMAhiBgD3jv+8I9zP3su3sx9rUDpPFx7I3ez/HphxNo4d+3fRezl6pb/MSXaki1wojg1lV9fOgZzsorBUV2bNuGmjYgTWw05WI98JULlfFEDnPcSqKaSCShrIuQi5KlqCsismXnnaZK9vmM3gHNX58D612Dt952/ttqAri0iWms41xocEeGzn1Xe/GZ4wQv+lW7dwnsagxE4hCFgWQJnZbbee2slLRr863EEXwuLsS7Mu+jWHmM9o9KlF1XL4Pcd417Ui4oS0NLyRmJUYpusbDdZYVFd17bkWDm2r4IJjTpPKMKinddiklkLsXdH0pXP6s/PrY6/fakfMLIzLZCRrucfWDNzr/2/9jru65ruyztYvNbdtje/WbjiihlPecq/49z6qwQdSAxG4BCGYgRYLimAbsUcWxrc1vtbZP/3ev86Lv4iM76W/Fqc7boB2xkA731RM5ur4iJCGzNRBXWQRNm+axehDuRoLbtOoF2ZEdtooQLFaKRE6uTBzKXpib0k1hdBLpLh/ffByqml6x/IeD/nRrrOPxMeKUVNhQ/oVzdi9fLja8OjtYZyb+9g39d28e+igb3mGnjSk5Tf/M2P84hHnE8IX1si/O7Gfo2AiLxFRG4VkUsWtv2KiNwoIp8v/09feO21IvIVEblcRL77QJ34gAWCaqHIRcSZIq8Iayepjhxbzy1d3GfxRl38uzjou+fdMTvD0B8HIwB9Wf5Ky8Bx3ojMDctLxDYVjgCqouUfUzTpMHGEUJGdw3lvDVNSSpNXdQza0O0UizqTICImEML8nFeTdN1CpQvejbAX4bevUGrttVsvJFi7/3rhRbe9aeBDH1J27vwkT3vah7gn8fV4An8DPHed7X+kqo8r/98LICLfAnwv8Mjynj8VkX0vgjbgboFz85AAuvX21k9NLWJf7u3aSsG1N/bquoLOJZde5MS6jGWhyUnLgpiJqgqlIMdR+cqIf83UwVYGisUbCL5CNZFUaVNeNdvbeaopGS0OMsy1DyGU1mSrAnTe5LiFtTO7fM3rsigqsl5I0L22drbfF6m69vHi+7vjve51wjHHXMJoNNvrdz5Q2K8RUNWPANu+zuOdAfyTqs5U9RpsifLT7sL5DfhasPqcBfd17vrmrMS4KN45d5PXYnFgdK5uF1Ysvn/xZp0z5Pb+to1F6rto98WSp0cY1yO8QFXVzGaJlB0nPOQkQqhKp6OdV2xbRLElxDvmXhRxq/Py3nfVdKVfoBQs5VIb0ImXSkkTareakO49k68dxN3jxc9b3G+9UGHxWHv9RF/D61q7TVW56SahqiY8/OFf3mu/A4W7wgn8pIhcXMKFo8q244HrF/a5oWwbcABQ6mlW3cRdL/1ibL+vuLQ/zn6eL2JxcKwKDaD0EShkm/lN4FSZTCf9vjG1xNiy9catpKxkp6bvh8XzjlIBqBnN1hCkOaN5bpC6Qd99f6AnCrvHUEKQwpeIzvddy+Kvxb5m7sVt623fH74WOdid0w/9UGY02sAXvvDYb/j43yy+WSPwZ8BJwOOAm4A/+EYPICJnichFInLRysrKN3kahzlEqHygcr7cULDo4i6ST4tu7b4Ptz7rvd5sZiTdHL4IdHpnTUMpJ3Ky9QFcx/qnhBMlayQ1LdEJRx53LEsbN/TfxRVuwYswqiqcE6rg6TIDAKLSD/Su0Kd7LYRAKqnC/H/Ze+8oy+7qzvfzO/nmUDl3jupudSu0RCuBAiAhGytqngAAIABJREFUyRLYgDFOGB4YM8bjt8ZjP683jzEez2JsL6/xwh6cnsfPFjbGBAkESEgClIXUakkdq3PlXDffe+Lv/XHurbpVXdUtEwQN9V2rVtU99+Q6v332b+/v/u4A/CA8B1GXOr+YYVye0w/qMZYGIWq5F7H8nlzs3jbfy5WMiECQSEje9jb4yldW7xHww8D3ZASklJNSSl+G5Vd/zaLLPwr0Na3aW1+20j7+Skp5tZTy6mg0+r2cxk89JPUHXIgFtlvzW3q10la48GFcKa/dvN3FBwALPQkaHHwahqLO1ReKgmVZYfMSRcOMxuns7KJSKFKt2WGFn64h68FOv+Fq1zsoNejHoefDAr24katvnPdStqNc8BAWrqhp3SX3cpkBaHgauq6x0KZg2ZRo+fYr35uLG4aFuANwxx1w//1Qq1kAbNt2nF27Xrvo9j8IfE+lxEKILinleP3jfUAjc/Ag8IAQ4k+BbmAz8ML3fZZrWAUCFAWvXozDIt1lyUPZ6JzTSBeuuKeLBLUueJBlSEVUGx4GjThCY2DWXXVFoCoKyADHdUEE6JrAlxAxokxPTILi4cmAYqW6MPgb0wEFpa5iHAY8w2sRCBlmEgLZ0BFYOn8PFYpkSDmu35VGkxKEqH9u9GdoLry6MCAaj0dRRZSZ2fxCOnE1rBRbuBQWjxdgaPDcc9dRLsfYuvUEb3vbQ5hmaAxfe23X69rf94JLGgEhxGeBW4BWIcQI8F+AW4QQVxIayHPA/wEgpTwihPgccBTwgI9KKS/WGn0N3ycajUnVunvuiEYDzKW1AReLYK+U2lrpgW58rypKmOpDwfX8sMGH0rQfCYZuQL26T1FUNEVBVRRcx0WP6ZSKeWrlEpql4QQ+qq6EbcVlgC99FC0sD/bcAKH6aI225YGy4L+qKPX+e3X57XqK0nXdheYiiLDVmBR16bC6eEmYCWxE58Nra2zfbAz6BnqwIhYzzx5cuKfLswINrJQtuJQxaBwrm1X4678NePllgaZ5rF9/ll//SJV3v7uFSiWKadoLxUW9vSMLXIKhof7vW3XokkZASvneFRb/7UXW/0PgD7+fk1rD60NDjQcaJbxhqk4uF9qUoXrv8jddMy5wceueA00PtBByIV/v+T5ChoPW80KtAkQ9uCcUbNdBFZCIxUMPXIbRf6lAJpVC0yM4tg1SopsGQlFwqjVUVSCliiLqxkQTSCHQTQ3H9dG0xdJpX4Y+h2BRCKXhhSz2VwhpxQ159rDisWEIGlOJRU8gvF91gygE588PY1mR+oAO7/GlBn9j2ev+P0pJtQqf+IRAiOe4884iUh7m5YMqzzw1z8+/75+49rq9jI3tZ/fuV3n88ZeoVGze9z5JT89tPP30gdd9rJWwpix0GUMg0DUN35dITYQPeF3Ao/kZbDybi1V0l0hb1RuWamrYckzWRT6VhQh/2AY9kI0OOUp9hhBOE+pDBSkFpUoZRRFoio6qqliWCZ6kWJynrb2d/Pw8qmHgay7CDxAq6Koe7kQD4fmg+hjRBJ5towiJt+Bt6Ni+jyb0ev1AaIxEY3ALsUBSEo0KI9HwAljwDMLLX2GOLwNy8wW2Xd1NqVymWq7ie4viLM3Eq2bF5hX/VyvEY5qX1WqCT30qXPbgg0coFATjY6ACf/InGtt3HOLjHz/Dx/9DiWMnwLYVrr02YO/eUxc1ApFIFc/TLipTtmYELmMIEXrGXtCgvS6WxCJWd/lXm/eHD/ZiXKExZ26g0QV4qb6hbFqvYSgAGZ6TJxU0Gbb5UhQNEQjcmo0MfMq1Cm4QYGoKETVK4NhYloFpmCiBQJgW5fkS67ZnOHd6GsM0cG0PXQsVjVVNAc8JFYIa8QhJqLAsl7r1y69Zrbd2D79j4Rqa70Wjx58fuAT4SyuaV5kSLL+nKx27sf3y9Rs4dqz+vZQIVcWXksNHBB/6UKGhiVo/vuCFF1an4fT2DtPb+wDr1/fz4IP3rLreWu3AZQ6hhGK5CmIhf84SLyAM2L2ufYmGelAjGh40upfX3/SNIiVR/wldalVVUNV6Xz8BmhJ2Qtbq7bFVVSURj6LpGtF4nHKlimWaGEKgA7FYhGgiQXu/wcYdEX7jYw47dib4zd/Kkeky+YX3Oew40E4sYaKqCoaqYZoGpqGjCPB9b2HQLuiPCJZQiJdkQQJZFyMNKxZXWkeIsLYgkAHDR4ZQ9LpXUf9+Of36YnyDcCq1/PPKRmDJOcBCoDT0NOoKUTL8/jOfkbzlLQ+xffuxC47d3z/Effd9gY9/3OaVVwZpb59a9f++ZgR+IuCH0XpNW2hf1Zwua3ZVV5q3qmqoGKwpClHDIGKYRAwDrc62CxqpOMIWYFKyQE2WEHZD8sKfIABfhhoDuqpiGhqapmLGLFTTJNGeIdnWiit9zFiEWEuE1oEot92R54ufL/Lnf6zQ2nIbn/qTAhH9Lv75n1y627fwR787y5U3t7Lj2i76difYtDdFV28SM2ISjxvELB1UQUDYjCRsVd4YqGKRVq2G4qI1z1uY1iyXCltIFYY3iVrNZfNVW0FhoZqx2fVfSWBkOZbGaC7ULFyRSaiEhkhRw3hEwwNQhEAVCk8/aTAxXqW7e+yCbbPZOTKZHLmc4MMf1gmCz696bmvTgcsZIpyPK4oGCviOQ0N1ePmcc7UHdKGLsWw0v6iLdAQBmmngOy5ShvX7Xt19XlAVXsHLEGJRqDRAoiBQVY1q1UYoKrqiUyoXiJsxFE2lrb2VG67P8R8+PMPDD9/DyZNhP73BwR0AlEop7r//C3R1zfL+9/icHk7xwnd7aE9aDE2WmZzME43rzE4XMWyJDaAsNvEAFgJ6QoAqBYqqYKk6ZduuG4nmdZdmQhp/y3qspUFOWlh+CW9geXaluT9h83YrpWIDuSjr7nmLvSEbAWHbcXnH3YI//MNx9u9/nlwuTa1m0dk5QU/PKN/4BlSrUC4HfOAD1RX//7BmBC5rKIqK0HSEcJH4C91tYWUq8Gouq5RyIQioqsqi+GYQinkIQldf1v1suTA5XnyDaZqG73vhQyvC2n6JQNV1vMDHrQZEIgZ21Q3bmxsKW3fq/NZvDjEyfAVf+MJNDA/3XXB+jmPgOAZSwk3Xlnn7m4t8e4fKI09toiPhkBk1aG+P4x72mRkqhZwCRaDUOxmF9ykMCgZBWIfQ1t5KV3cHB188HF7vRQJ6DZx8dRDTMrAri4U9y2MsK/3dHDhsnkZcEH9o9kCWTE1YMGhLjxfue2RE8MlPnmPXrrN85jMWUhr87u/mmJhQefllhVpVBRn2ZPRX+P/DmhG4rCGlrEuJhy54qFN/8TRggzew9CGtl+DKIGzw0UizNaYTIqTcKoRz1AbppkFCEkLBdd2FY0QiFooiqFQq6EYUWX8IhabiujVSSZMr98JHPuTwzUc/gOdpq+a6fV8lCBTm5zNMjg+wa/dhRkt3IqIjJOM2nRtj7F6/iZSY4WV3iNnJEp67lJqyOHhACcDFpyRrSOkTBPWsAYsGcfmbGsApuLR1Zxk7M3XBAF7pPjff7+Z9Lw8WXsqTCJevvJ4QYRD3zBmF06cl+bxDd7fNAw+ohHat7uU0IqarYM0IXNYIC2uECMBd1N0DQIJQw7RhI+DXTKdVVZUgCAOJYUXuIsXW9/16oE8HIXC8sBegWtfpRyx6CiGdN1hMEyqhgfB9Hw0Vz3ERqiTb2k61UsGxS1y/P8LP/2KSp5++85Ly2lu2DLJ+/TkAstl5jg/tZVPXLqpVj9dOTBPLGmxevwU3sJmrmAS+pDhTxQm8OoVZ1IN5gBZeq12qMHveqzc7WTpfb2D5gNUUhVRLnLEzUxd98zejoVe4EgnrYmjEcJbHb1acNohFevhjjzWvG8Y7Qs8ulKHzV+HtrRmByxSOY0AAWr3/HqqC7zo0yCyNFNNyckvjTdeg+IaBxPChUVUNTQ3FPIQQeIHE94O6FFfobYjGfLvuISxMEQjQNAUhwxRgIpFASXgIVFJpiy29GW6+w+emm3OUigN898W3vi557ePHt7FlyyBbt55ACDg7vJ75WgklkkVIwZ6BTZwcH0UkTHo2d1KpTJDs1ZifzDM/4uMGom4IAoSURJNxzIzO7FBxScpv+T1qJgcJIfADKOQKdTJWI1W6ctehxu/mUuyV0oXLt1naVflCr6HBZ5D1jEuzUWhst5DqFWrotdVjCP5FbM9aduAyxRe+cD+plMr6TRIRBOiWhqk3CCENF1eBOq+/OR3WmE8KZNg12PMgCGsBlLpngB8yAT0/JARpmo6oc/uFIkAGiHqDEJBoQiWdtch0KLR26dxyu8nP/KxCS1uU296qct97SvT17+fhh3+L7zx5P5XK6ysaq1SifO5zP8eJE1sBUBWNqdlhXj78NBHTxIonmCtOYugamqmQWW/Rsx16ek3i8cgCl0JRBIpUqJYdsp1JpNdIgzamRCu59Yt/+56H6zpEYnr9u6VTiAu3XSrZvrwXYWN587qrTUUa/7OGp9ZYp3nQL99XECy2nBcLxnplrHkClyk8TyOXv5r77n+ZT/1RGL0OZEMGG9JJi0LBblLkWXy7NBR5G204NEVBFdQJBwqBDEU4fT8AVak/eOA6PkhRz0qAZmjEYzq1qsPWrfDx366hmyAUF0PrQhVp7rztRRSxg2JxgKNHt35P1yqlWPAaIlED/CoJFDJ6lMmZAp1trShSoBsqrR0GvqKQ1ltxaw6lQ1O4rsudt9/CI488BX5AIppCUUdDNiTQiPpfaAiaBnoQEHgqesRClJwVznFlAhZcnBjU+BxqMfhLpgHN6yn1cvGGMWnO0Czf10JsQ14oJbcS1ozAZQopBcePb+MDv3aQ55+VPPJNB9f1aHTf3bk9wcGXHWpuOIB9v5n3HubRvcAPq/SQaNriQ6WoCopQ0fx6T0Ppo6oGhqbh+gGKqqCbCjuuMNB0hdycwpe+XObc+QN897vXAFCtRvA8jURiF+VyDM/73h+1m2/+Njt3nqAwfQ9eZSeGMUEm0UJGM8nNnyCS7aVUcHGwMRICu6JDTDKwo4Whk3koCvbfuoNHHnuKQML05DyhdFHDJV881kpv1gbtSDUjoLj1+7/64Pr31A001m+kDlfLOPh11aYLpwuLWYTX51FciLXpwGWMkZFeHn/8Hv767xRuu1Wim+EbXUHht39nkmxfAhEo9Re8ukgcAhzPR1dC+qyQEEiB54PnS1w3oFK18X0fz2/4zWJBNTjwfW5/q85DX5b8zu9084Fft+joCgd+Pp8in0/hOAZBoJDPp74vAwAwPNzH4cMHODKyg7IfxQsUsi1dtHafZWLOZnT8BEPnT2PoGo5dpeY4KIaKFDYtHVGMmM7nn/gK8WwUhGD8zER9kCkXj7wvDGaBEqiohosZWxzgy1u4NaPZkDS/nZdj+ZRhuRew/NyWD/DVuArNqcnm46yENSNwmeP48W1885v38Om/8PmXzwa0d4KiSP7yf0WJRuMLc0FZ59OGrifoqiAgVM0xDT0U+tR0AsJWYoEI1YIVEUbQHc9FCp8gUIinNH7pl1wef/wdnD11Bz0tb2Fqspvjx7f9wK9vw4Yz3HPPg8Asdulp+tprtLdN0a89z+nhk7h+ieJ8hWTaIBnTwVZpa+1F1STJpMmevb1s3tWGdF00Q0H64NXCgGijVVo4QMKflYg8jfvn1SQ49SxJU1BuJQOwGl6vl7ASz2P553DRhQ1PVsxGXGRWsDYd+AnA4OAWzp37T9x558M8/NXXuP5qjZlZj8/82Si/+AuSodFmrrvEimkoPtQqoRColD5qoIJQcAFfSvxAoiqLb6ZGL4OoAf/x4wqe8zaOH9+GlIK5uSwnT26+aKXa94rz5wc4fPgKnnvuOvbseYVNPX/J+p5xDj6/lfLZdvR4lcBX8aLj5N04ViRKLJolZqhoeoSWgc20dM3wyrEjBGoZTVfr3o67QCVeno5rxsIAU6BWdCi7DkEgMQw9nH5x6QG7UqT/Yt+vzhdYziqUhO3bVhY8XTKlWZw5XIA1T+AnAI3A2bFj22nrMHjrXZJPfsLj5lsCfvED4YOi1CW6hRAYEQ0jomOoGtSVCAIRzv+jUQvLMNBUFUmd4lqvIkrG4nR3avze77uARnMDzR+GAYCQLPToo7cjpWDDhjOUyr18+ak0X3hVZbpWpOrWmMtVcAIbxy2gmBUq81PY0qa1q4c5d5Z8ZQyhBsSiMayEQFHDwqiwWxIL5KmLzqMF1Mo1XNtDVQSGoS8J/K3GBVieElxt3eXrLceSGMECdVlZoG03n3vDuK0WmFyONSPwE4Tjx7fxrW/dx59/Gp54XPDssyr/+q8Wih4gFdDUUOFHCoHUgpDb36AJCzBNg8B3iUUtNE2tcwFg/1X7UDWFdCZCS0fLj+Ta0pl5Jl2XnPMaT50wGZ4aYSI3i6aHqc+MmSQWMdE1g762LvSaxNMqDBeOkq9O4gc+hi6wonpYJ1Hv0SCEupAKXG2wSBmSozzXw7U9BBKvzpCEpU1amt/o/16S0KXWWWnqsTyw2djP62EiLpz/Jc9sDZcVTpzYyneefCfv/6UNHDpk8H//rkd/V4R0NE42ptO5PsG+vQbtyQBL15E+CEXF8zwqtSqeG+B7AZlUEkPXcQNJpDtFMhFB6Da33upRKCQoFJJv2DV1d49x021fYmICvvaYQJ1XcN0aTjWgUq7Sv0kSSWkUvAquUDg89jKBVuPI4GvUqi65gsTO5YhkDGJRA3xoZFM9zwtFWRYCcytrEAgg8AJ03cCKmAvbwFJFombyTvPfDSbmvwerxRoES0lGzUSh5cIxrycGsRYT+AnEiRNbGRzcwr59B9m+/Rh/9TejzM6IUJPPqmFqvRRzJf7bJx2mJ6tUbQdF1cKAVxDgOA6qHj4a8WSEkdEZsu1R7n1Hlauv3cqXv7yOc+fWvWHX86Y3Pc3J4TTCrzJb7UQTQE1HI4BAUq3o5EpV7JxKoM3jOQ4FtczsuEPCiuMXqniBxsC6NiZciTlcpFbzCMLQaChKsjCAF4+7vJJQBBLd1DBMQbniXpBOXD6dWO4JLGRnLlGwtFrAceG7pn2v5nFccO5i5cYzsGYEfmIhpeCll67i6NEdRCJLy0ht2+TWWx/jf376KB/9cAw3iFGtBASeT61aQwCe7QKSeJuJotZ40x0+b71jK6+8sndBEvuNwObNJ1m//hzKhODP/tFiqjBBSsvglAIwNWolj5z00C0NoUqqtQKmNEgpUfRYitmag6YKXAVS6TTljINpzOC5oUwZASENWDTuW4Mp2BiATQNMaBimSkBtgXQVbrOURrwanRhYqCVYqQipeVnj86qQNJ2zvMC4rCYltxLWjMBPOKrVCNVq5ILlDz10NzccgDffPsvg2RjrB6Z57XASRekhn5tDSoWsjHPVjTqxSBTPL1GRL7PnTUfY2Jnmi1+8j7m57A/9/E+e3MwTT7yZAzc+woZunakZjdbeUYbGE7SKDHnFI63HET5UvBFS0ShZ0nTHdjPdUyU/fIxoKoHqCCIRgWkF6KoGiov0Q/ajpgt8P6TlLuojLKvtR6G1JUFrb5Kp4WmktBdk1lajAcOFMuaN9Zq3ac5QLK8DaN7vAi5hRJqPq6qLFOPVsBYT+CnF9dc/y6uv3czd97TTkimS7Myy95atvO9X7yGzxeS2+6/nyhs2cv3+Au2dE4zakr/9fA8PfL6H3t4RentH3rBz1XSXv/lSimeOQNWBjHktnmPwrtvmSMVa2NS1k5rnIiwN1dSIWF3M2TpVewhNdwk0FSvhhAFQxSaSVDF0FaGoUC+FhpUDagsDOAgY2JRlYEdHWG7d9BZeLa23UuQfLqw+bPxeadCvlF1oHtCrZRUW96vUA4drZKE1NGHLlkEOHHiaG298ksHjB/jgr6kMjyeZLeQ5dOwlolaGialppOZxdOh6Dp9PYXguXRmd3//YELWataJ38cPA7t2vcutbHmNw0qY9nuZjP+vy4OPnePfbVR47tIV4Io3VNo/rFbHzNYr5GjPOPOfPn6Y8NYOeNzFqLi0ZE9s00Q3ItMYxdS1shqouNi8J35yLSs3Nb1td1/GNGrZRBNnIAizrzCzC3gUXSwU29ts8JWg+1nLCz0r7Wb7dStTixrqetzKXoRlr04GfQgwObuH8+QGee+461m16lH/8YozpXI7u3g4q7jiu45FKdGLFWgl0i2y6xObeUQxVJRETfOUrdy3IgP2woWkemuZz8w6bhGpgV7N0thlMFiVj4+dpT0ZxRYJ4VGd01EFGFKzAgXSFpJehvW0fp57+FomIgVu1KRdsYpZB1FKpOgqeG+AGzTX/oRFY4sYLAQTEExE8u4ofeGFfQ0WABBUVv97tqJEBuNhcfKlrXtc0YGXCz0r1BM0ip8szECsFBtdShGtYAiEkO3Yc5aljBXZf9XWe+LaKXdVRrYBCtcRkeYZkQpDIJGhr60D1HKKGhlPt5sTpHv7ly9vJZOZQlEtLcv0gMDi4hVOnNqEW7ycd7eSWA9Ns67P59XcP8v98bJbzYzZHTpSwTA2lalIbi2D5CVTTp6NnP+dyHrbt4iPRgjzdbSYD6/vo7IuTTBlYuo6uqCgiJA8tdnVeLLsWSDRNo70rhSG1cMCLUEORpgBhAysy9liZLNTgYl2Q7F9hf8uXNS9vGJbl6UqQK8YlmrFmBH7KEI1WuPnmbzNX9PjT/1dh6JyNaYEqTLrjBaTjkugymS+MYPvzmMKlWC1x6GCRsl3iyGCAFwxx1dVPo6o//A5zpVKcz372vUxNtbNjx1H+8aH9tFjQ1Qbr+30MVUN6KsUZhVS0Bd/XcGUFvZzgyMnzvPTS05SqLgoKcxNzVHN5Riem6VzXRfeWDmIZE02rNx2V1KcHDQHVxcYkekRwdvQ8XkBdQwFMVUPTVRR96aBcPtAbWGkwd7W3snP31sVcxApBxOXbLn/7N7YLZeCXFheFGgQXv8drRuCnDEGgUC7HCGo+82NVPOHQl8iyqbvG//mREX71/hxTE9MgPMbGjuPqLh42JdvHFAqWoXHlnjGuuvo5brzxyTfsnOfnM3zpSz/Dpu5xEmYCAFVRiUfamB0pMHauhhlPsHFTN6puUB5Xyc1NkogZJNMWjpAUciUKxRo1O0cgahgRlWTKIp4wEQ09gWCxmWo47hQURWDFBKWiQKgmvuOiqzoD6ztp62hBN9Ul8/Bmg3Ax0o4QAmEpeMbFqxGXb9M8nVhJSn7xs7zgfFbCmhH4KYPjGAwN9fPBd8/xX//zNJ7q8eLwIK3pPAM9Pgf2CvQAyk4eQ7fIK6Ok4jYtrRlEoCP8OH/6D+sYmlK44orDmKZ96YP+gJDNzvGWG87w3vcOAuAFHmMzExDoBI5KKe/jemVe/e4IBdGFp8RR4xaK1LArNWwfjFiGqeka5ZqHikCLqGAKNF1FApn2bNgMVUoUEUpzJdIGtUKAsG1cUUYqgmjaYOPV6yjbRURsdbd/tTRf47tMWyvl6oUiJcvf8ssDi8vZieGy5TwBQRAs6kquhksaASFEnxDiCSHEUSHEESHEb9aXZ4UQjwohTtZ/Z+rLhRDifwohTgkhXhVC7LvUMdbwxkFVfdLpHG2ZgJsO2PzB75bpHrA4N9LOA1/cwB///UaseAvFUhXNiqHWDO66rsr6gXFyuXnybpGzIw7feUFFN8ps3nzyDTv3117bxeRkB5lsw/AINNPCl5JqLU/UVDG0Vnra1zF+7hDSrqBrKma0hcAX6DEDLSWo2h7VUhXfqRLRArKJOJamYuo65XyB7v424lELRVNC9UThUS17+GqoWmTqOtm2GGfOT6D4LkooyxSe0TIWIaxsACBsFhPJtFLKF1lsqLq4TfN2y8k/zb8X6cjLGYthDAgEyO8vJuABvy2l3AFcB3xUCLED+M/AY1LKzcBj9c8Abwc2138+BPzl6zjGGt5ABIHCP3/NpObA1bvn+dj7c7S2F5mYquHYaVJGB8LRmZ4bR/oRZACZVBvFSoGJmQl8U/IvX5KUSo2H7I3D008fYGysi5MnNwHgOi5ORRKNJBCoGIZCz8aNrO/bTDRqYmoRTNNAFxp9Pe2YFZ10JosUAa3tXSAFiaiOUASJhImua7i1GpGUhST0EFw7bEGm6AaBamBFBZ19LRRH5hCqRjIaWdAmaGCloOAF3wHr17VTmS+u+J5ePsVo9g4aqcBGl2ilLgO3lIjUOMrChxVxSSMgpRyXUh6s/10EjgE9wL3A/66v9r+Bn6n/fS/wDzLEc0BaCNF1qeOs4Y2B4xg88cSbuWJdB3/3r+0AXLl1lj/4j+Ns6M7zsfceYX13he72OKVKmWLN45Hne3nyYEAQREhlkng1hbgJkUiNrq7xN/T8T57czD/8wy8yM9OKEAJDi6CrJsIU+J7PieNHKHllUplWLFUyOTLMxMxoWBehR9m8/To2dHdzzfadpJNtJFNZlJhKNBnFiGmgBVTKHl4kVFxSVQ1FaAjA9V1010GPGOQKNhrgB17IyhOLQblLpecagzoIArSoh9K0ynKjcbGovgBM3VhCGQ5FYC6MDwTfz3RgyUGFWAfsBZ4HOqSUjSdgAuio/90DDDdtNlJftnxfHxJCvCiEeLFSqfx7TmMN3ye2bj3BFduH+OgvTDE83Muzz17P0PktvPudRbZutPn5e8b5lXcNEzcEm3qmWd85wLauK9AjEQxTBQ86u7OouvojOf9G7ULgB+TH85QLJaKRNs4N5UhY/SR0HU1YZI1uiqUynlOjaJeZmZnk0KFnsCMT5BIK0Wg7HQPbscuSq6/fiqa5RGIK77z3XrySQypqhAIkvoOHgvAdAt/FiEYozFcRcZUAqDg2QixSf1ca+CspAwcyIBZpZcveLYhlHaBhZYGRZs6AoqpsXr9hWRGRXFJluNBj+geRIhRCxIF/Az4upSwsO7F6aPX1Q0r5V1LKq6WUV0ejr09+eg0/WEgJp05t4pFH7uChh+7m+PHlggCRAAAgAElEQVStqKpPIlHk+r3zKMJlftqkaAteOXcYQ2goRkBERolG2ijkM7z88t4fybkfPLiPQi5BRHikWg2CsqSzrZXrbhng/MnDnD7zJOOVSYSqE6gGQpE4hRqaArZf5tgzrzB+8hBzE8dpb/FJdaTo6O8g05rB3KpgF2s4noemKShChyCsOUimM5SrHtKWVOeqCBnqMdx+6w1h8VH9xl7sTd7s1s/pNaxUgobbfmFWQV3YZjlBSErJuaFzRBTqgcyQc+BTbx9XbzK72Jh1ZbwuIyCE0AkNwD9JKb9QXzzZcPPrvxu9j0eB5qZyvfVla/gxQaGQpFyO8vLLe3nyyRuBUN//7Nn1uK7Oa6/t4sknb2Rdn49u6RzY+TRXbr2Cvm0b0aNZonoLtYpCLD7Pnj2v/Eiu4corD9HWbnPNgStIxixKNY++9Qly/hiF6QJGRGXdvnZU4RFNgaEoFCbnsHUPPwjw8jXmZiYJvBqdPXEQPmY0jmUZjBenUU0FqYQKRJqugAhDf1XXY8O6HsyIRTlfJRIz0LwIV75lK4oEWZ+fN6fnoJFyXPpmF0JQns+TMWMoq7ypg2ApA3F5nECxJJF4lNa21BKik2Zo7Ny1Dd3UL9pzAF4HbViER/1b4JiU8k+bvnoQ+CXgv9d/f7lp+W8IIf4Z2A/km6YNa/gxwODgFh566G5Ondq0pAfg88/vp1yOcfjwFQgh+fhHXma2dJy5s1F27uzmVOFhTo4muXJjjq9+C0rFKKdObfqRXIOiBOhajf6+QYzoLejjQ4yMlYhU5xkeytMSqIxMHoNAYsZUruzZxzfOfI3JVIEN7XGUdo9UJIld1qgR4fzpEpoaIdEu0RUdw9RwgwAzYiLQKalVUKBQKnHrgdt5+CtP4jgBV2zZjk6EFwefWojBRaNRisXyEpJOGKQXS6YEhqFjVTWyHVkM06RWqy25RiEEiAAZLKUKL0BKIlmL0VPzxBWdVGuG/FwOGUii8QjDo8PUajUanZRWw+upHTgAvB94TQhxqL7s9wgH/+eEEB8AzgM/V//uYeBO4BRQAX7ldRxjDW8wVlMGPnz4CiDUI/jWY3exYcMZNm4bYXficxQqNXwmSegB77rHx/e63lBxkeUwTdi0Mc+ZiRnaWjo59OQ36d6vIGwFTTiUpi1i2SymZRJNZvA8lYgliChxvITP9GSFdKqN86MBiZjL2VNzdAwk0X2BltSpui4RS0cJFDRFR9NiCD/C4XNnsSsO0ZhF//Y+zh6dXczHi4Ct2zbz0sGXIWiw9QRR06RSq9VpxiCRKKZCZmM3YrqKamionorv+UsGe3dXB2PjUzQPYlEXfxFC4GlB2HiFGIlEnFKhgCo0IhGLicmpOrvx4pTBSxoBKeVTF9nLrSusL4GPXmq/a/jxx4kTW5mby7Jhwxlmp5P84z/+Ojfe+CTnzw9w9dUv8tWv3vUjOa94vERr6wxPPBflkaf6ePstp/mjT+YQ0kcWdfSIRUTRmTw6zbobswg7RqItjhVTUWyXowen2LT9OqxUjfVdCaxohgnnFOcGx0lmWrBVm0jEJNqjUynU2LllM1MtfazbGMWnzNkXTzJ5fo67fuFmXhk5zLnB87RWo6i6QLqCQy+/hmGqSFciA5BC4b/8X/+JP/jjT1EueqjCRyg6qb4I5XyOjGaSTEbZduUAR585QdXz6oZAMDM7R6YlRn6uCo2AnwAUBSElPV2tzJ4s4VSrjJeKJLIxyvNVpsemUYSKVAUiqDeeWWVasFZFuIaLQghJECg899x1SCn4znduAkIp8B8FVNXn3nu/jGcm+R9/IVi/WfL1F/oRusPm3hQ5p0K0zWJyuER/f5L50TyZlji5UgnVEshqht7enYyNnMdUA/yNKsNTRWSLTqFSRTdVIqZF3BQUyzaxRIQZt8J8Poc6lKB7XYb2/k4CoVGeqWKZOqm0xuxQlcCvt3YLIPAV0m0JipM5PD+gYOawrAjl/DwBEEuatLd2MzM6xUzBJ0DgukWcwIOFTIHE9yW6aaEbDnYtbDgrZKgToGk6Xe0DHNWG8Ot9I2tVm3S3yexIGEswpIKnq3jumqjIGr5HTE218/d//8tvWOnwpZBO58By+ben3kZXaxuvDToU5wzWbYzwrg8FKJok25nk2h27SCdi5GcCPMenkiviqS7p3naGzh4lqru4QZkZe4KJqXMovkdEM1E0iW5LdEtF4JNpieO6FcxEKF9W8ar07ewkGlOZGJnBtCStHRa+3WjXLpH4eI6HUHVEVCeeifOFb3+V+fli2NZNgNAkkWiKiVNj+GWbVDrF6aNjqLpBs+Pt+2GNRCQRpSHxLpCoqkJLa4KbDtyIaRogBKqq1csffBTVQCiCe+++k7e8+RaSscSq93TNCKzhknijBEReD+6++yFkoDI2NM8db7WZHZvhiS88zfYtEb7+3Y4wet+T4Zfedz9ai8W6DV24RZ+Z3AxSVbAr09x28x5qnofv1RgdnWV2ooZBglR7mol8kbG5efLzVSKmAXaZcr5EsVCmXCwxO5Kj4Axx9NVhUlmN/PgUphXF0tS63FijxTjMTcySzrSw7br1pNUYsiHwoZn4rotimNgVGzWmc+e7bqBWlqiWgqLWZccEKMJnYmSaddt7UVRAShQV2nsTbN+/jbZsyHo0LZ1U2kQIyE/6tPUkIVD5L3/8CfYcuIad29avek/XjMAaLhsIIXFdePCz81y5bZBvPdmBLSVdHUnuuuMUTsEhoilEEymkEqW7JwqaQ7wlhhuZpq0jQUdXkpHCOOmMTvfGTpKJCL5vY8XTlPIVnPw0fkUghUrVc9EVnVopINUWQVfB82pU5k3MQFCq2fjSwK4pSF1BqzdpUequvKpJaoUCqWgaqgqKqqIKFSF8hOIjaj61wKE6VyKldmBZCoal1wUGIJASKcNA4vDgKNnOBJqiIISCHtN56cVXKRRsUFRS7UlcGWBoGr4Xsh5NTWHUmebsqUFGJidWva9rRmANlw127DhKT88kd/2c5IoNx9my6Qz963tov6qHT3x6AE1x6Vq3jpnCOCdOvcypYoFyzeLlg+eYGa3Sn+0gqPnkcqMEnoPj1IibKTJdKdJtcfq71/HffusvKZdKCEUhm+jk3GgB2/XwHB/XdxjY0IY/FZButai4RaKWwczsHOWch2lZ9PT0IOtz+kw0SSqTYj7IcezUeYQnkYpElwqqbhLN6uQnZhgePsfJuXPYroem+M15ACBk4eVmipjZNHrMpK0/S8JsY9OGfr75nceR0qa1N4ZlWszPh6lJKVw++NFfplao8tV/e5CB7b2r3te1wOAaLhscObITVfXZsOEMbbEyP/e2Mb7x7U7mJ+exix6btrciNdAjEWZrc6i1GCJw6FuXxcUmbvVRY4JCzsAwbDS1wvjYLAgT17NxfIdpb5T5+TyaAmMjM5gxEy+oUam6bN6QIZEw2ZFaR1Ccp2hVybSksKcqOHEfTTcpFXML3P1SpYRI6JiWDl6AkYrgl2poEYFb9ikg8V2fQqnE1MRMqORkBOTF0vLscGqg0GolUftAxedNN99ES3uSJ594CtcPcIVLpVQFKYlGDCp5l527rqRYLNDV387sbHHV+7rmCazhssLRoztoa5umvX2K1myVtx+YoDBcxJ+vhRWNrktuMs+h0TEGEptpi8TpbEvheAGpVC+mHifa3omVShIoJnpgkC+WsAOHmlvm0Pknqc1PowkXhIIQPplMCrtUxdDB1206o1lcoRJISXe2DVyNTNKgpzVDPBEDwoHr+mFaziv7yEKoSyiDgETaIh6LEKig1kVLHUdy/Q3XExjAghrQ0s7HZb9Iqttkz/59DM4MougRJoZHiSQVirkCminp7M2yefcmbrv1Vlr7W3j+qReRMuwqvRrWjMAaLhu0ts5gWTVOn95IvuLw3GtZTnx3Azfu3cANm3aRm62Rmynw8Q/9Pjdv28Lp116FYpLZ8RLYcZxinqHTE+THpxHY9Hd3oygqEcWCkqCtN8rU1ARIhVLZQ9d9ItEkmjBQ1QjrB3YQDXo4W7b5nd/7r2zo3sah5wZxbZe3336Ad/zs3UQVC8uwEFKgqKH7Xy6XuWbPRgLXJpmKkErFWb9zK0bNIZrRKcxUOX/wBJFUFKeWxzAFQmnQhAEkrucxeWacpBXD25hg7NVBcs400sjRu7WD8rRHrehSLTi8+twRstEE2wb6+LdvfpmJ4Skmz6xO2l0zAmu4LJBK5bnvvi9y771f5oYbnuLxp5P88d+2YehRijGb9/zGB9ixfTdtuBw9eZR8tYjtu8yUJ8m2xiieLyFUwUR+hkxLEt2WSKFSKpYo25Ky7ZA0fGYnxyjOu3iBwmyxTCqeZNOm9bSkDNKdEaIxlWdPPM9nv/5F3vSmfWzftZutm7cz68+SSbdyz7vuJB6PIISKgqCzJ0M2kSK1NU0qlcLRXFo3dDMzPo5TqxBNWEghGR+fYmLuHI7jgxWgBWGj1aAuCCKkxLU92jf1URkeoW/7DjKdabychqFoODUXz1GIRQ1UxcC3BO29cYK5PEpcIPQ1nsAaLnOUSnGOHdvOqVObsB0Vt+BQs0sEGz1sJ+C7w49z8413sf/APTzz3NepVvJ07dlAa79K3qvScWWSgb4u0qbJxz72fhTHJ3/mHBs39uFMS+z8LHuvPYAMYgghmZ+tEDEs5iYK5Is2RrvOU6+c5eyUDRWHI4ee5//73AM4ZolN1+xA1xMQbUXRAqTnYRoKfgDZvn5qrs3Bbw+iq5J1/d04w/O0ruvEVn3Gz+QRUoFAYBlptqzbjeYrrN/QS0dnCwJJLG3QuyXL5v3biHelqc3a6L5GxZ+jUhXUai7RRAzTVLh+RwtvPrCRq67dwiPf/BZ+UdK7sRvvItG/tcDgGi4L+L7K6dMbue++z/PIIwZb923mTYV1PPnqs1hqjLPPv4K90aWncwubMxmCtEZtcpaMqZDzArb0ddLT3YEXCI6fP89Nd95EXE8SNVuozHwVRTMpBlXiVgxVKiQSOlHLpKOjlZnxcRJXSIz5Ir07NqKsr3F+dATcgLmpaTZsGiBrdPOtg1+nOj9Bz8YuRs9OUKo6OG6FdQPdePM2QeAzNDzJrhv38czhk/gqBI5LLG4RT0SI6hLLshBVQfv2DtRygUotj5UwKVZqRGs2M6MzFMZyZDfHOHPkFRItCXoHulEzQ1jYOIko27fu5O3vuJfP/tNfguozMzyLZWpUWFkPcs0TWMNlA8cxCHyV7Zuq7N0ywQ1XXE9Xup0+Q+eqrj1EA5Mzw4Mk00nsmkepMIkeDRhobcNxasxWJsm2wjcf+w5e3CEiYce2bWQSEQzd5/DBF5kdHsXSdKJJjZgaQbPiOH4ep+ASlGps6G8hT4XyvIPvavR2tpAbHuXId17CcadJtrWRbIlR8VyyfVlK86MkNqS55Vf3cv8v/iw9A628+NIZPL+GPVdEM3Ta+tupVaucPHuayZFxoqk0k/Pj5PIz1KoBs8NF3FmJQGHy1VGMmklXfyvjJ6fIdEVxbRe76NC2JclUOce56QJqRDJ4coRESzTURGxdYwyu4ScAjmMgUdmyQ5KIDvPM0d/ntz5wjN5NVzBdrYEV4YqerQypLqM5iw293RQnKqxLb0TxYoyfOkOQc5BylNNHT/OlJ17gxcHzvHTmGOX8aa66bjOWGUVJexTnHfbs38nQmdOktgjmR8tMF4sMnh1lXfs69ly7g/I5hzvv+CDpdT1s2vdmKiWbE6fOcMvd17JuWx9tG7qpFD1Ov3CQwadn+bNPfBq7kmd2aor+jW38xac+xdad3VRyVWo1h4mhMd79rr1cd8MuJs/NMnFuHtfxCQBFk2y5to+377uNX/7Ir7D/ht2k4iaTZ84Sj6no0sQu6mTSA7Sk0jx7+FlePHiIvo1tOK5Dbra06n1dMwJruCwQj5e4774v0tk5TdG9HYBfvudqOtpcXnnhYV4dfoXRyZOcfOIJjGiWm2+8nQPX3sXQ7Cwnxkrs3ncjWkbHTkKpXCauKUQsB1HOsX1bP/FsD2qrpH1jC4GnU6145MZH2bmjDUNP4FdUbCl5+uvPkuhqJzeVw/Ns9JhNtjXJd194gf6WbXQqvTzz1Eu0tEZx/TzSlUzPVXHGhmnbnKRYsfECDTHt8NLZI8hIjOmJSRRFYFgKB7/5LXK5WSxThUCgyLAUuH9LH9O5cdo7e3E0j2+89CTFqRzJgQRnRk+g6xrFfJlCbp7enl7Kwx5G1ceIe5QLNqhrfQfWcJkjm51jw4azvPSdPRx/5jY+/ek38cDXunj40TvQ2lqwywUqU6P0r1/PoedeZNwbp6w63HDdrbx29hvMMkWuOgWmTzIe4czELJOlWV6bOIiettHiUfp7uvHmCxzo3svWTf1s3XMN2R09FPMVDCOOrgdkeuN4ZYmVNNhzzTp6+7upTVjYqs2WzVfiRqrYnoOH5PYDu4nEPErzZY4enWL9unb6uzoY2NtJpL+Nzz3wIGcOnSHdEscwdDLtafS2LMmswrqrBlCFIAi7pzOwq4OhF3KoER0RE+TPjePGSmS7VURN4W3v2Eel4lEsVbnu2ut46cVDOI6FnvXxij6ZTPuq93bNCKzhxx5CSN70pmco5qNcce1hdl7zN7T0bWPo/Aydne9g64YtdKxrJ7uuk7Zd20konXiBw9nJY7xw4im6Wlrwz85RcHVuuv0artm6Dzeo0JdRsBWfVItGsj3gyNGX+Ll73sHA/i2IqMWrZ57j2PmzxNNJUu1RDM2gWC3y4iOP0hJL4icjuG4KzUqQSMXZuLmbsyeOc+qlGbq7W7ELCq19GbKJJLFolNbeGPF0nPU9HWzsyVCeLaHrAdG0hZCQ6AwIWnW27bkKLavS3ZHE0hV6NrUxVZ0lPzGHFConxwdpN3up5TwSMQ0rovDEd17h6v17aG9JMydzPPqNh5kt5lB0FRkI4oax6v1dMwJr+LGHlIJvf/tmXFfj3OidlMsT9EU8Ng100Nk5RXd6nq079mBFTCZLHtdfvZfS6TOcOXWOeDqBFY+Tn1AoDhVRvDS1isKmjj28551XMjI2SM0r4paruI7Kl777GC+8/Cjb2tejCgvPdxg7PEZubgTVCohoCpv2dVD1C9TmXY6dGuTEsReYPzXBqbETGNEolWKZ82dGMDMGnal2btp3BWpao7O3hd37trGtI4LtuCTSCW7Zv5vKTBW35pCJtVFzqhSKZSxMoqbgnfffQKrHQp3ViEZ0KrUqXmkKIXQombjjPpaSpnje4d0fvJW3vOU2XM1EVso4pRK5Qg1UqBYv7HLUwJoRWMOPPYSQ3HHHI6QzDpOVfTz0YA/54FWGxk7zv/7hXxjNdXB2boqR/DxfevrbtKS6uXrr9eg1QXF6lolzed5xz7vYt3899kTA+dyrzDkTTLsqaiJFS187p4cL9KxrQRcpdu3ZTM+ODsrVSbQc6IEBbpRYIoZQdI49N8bwqWEG+jfRnUwRMVTe8f5bmJ6aoiPZiYWHotiMj42xe2c3B67Zx2+/75fZGqxn17brad/ZwjPPHWF6cpoNb06yuStGf1ccr1xibtJn1j/E2/adoy3ZQvvWTlJtUWYnx6k5AY8depTc/Djjc2eIRhJU5hSqikvBL/DUo6+x6+b9bO/vZc8t/cSTFqX8NGiCD73n51e9v2tGYA0/9pBShErI5c1MnakSLUUYH78KVzikE3DNvl1Mj08wOznF5PirGJEULz3zPFPn5qnUqvSIgLnKOFo2Re50kVi6g4mxEo65GUvRyc1WmD53HjPTzdS0T14qPPHCC0SyEYbPTuLLAEuPE8u0ICerVOYqpFNpOjrbqNQ8Dh98jdNHjmLF4/Sv6yObtThw9RZaO1TSsSRpo4fOTAtX3fVOvvnkw4xVquioaIGK2l7lk38yw6/8epViuYZbDkgm2jg/lKWUL2FkBZ6tMD/jUi35jEyepBb4mBGN7Vs24gY6HS0QTUimTk2iR5M8/sRT2GWNDTt6URGkYwm2XLNn1fu7ZgTWcFnAcQxmcgXODZ6kbWeSns4pXF/HcbKcGTpL4PkE0qC/N8Pnv/oZIqkEUre4/dp72HjgAE8d/hqO45LqjBONR/mZG+/ilZdfIZmyGBnJ0adGyI/lsCIVlHicWEuWG665heqcwvZt/fzM29/Otb0H8FyD3u40dqnKwPpN/PPX/pl8xUZKn/5UBzvW9fKee+5neDZgerpMrLud/bfextHcHKfOHCFfK1Ccr9La2cbuWzaQDorccpvHBz/iYrUnsCIGuiUoo/GBX3s3p0/MkJvPERCQTOtUSkVarH4y7RrD+RxKUkEKj81926h4ecZHDvLqweep5W2MDptkNMGt910DHblV7+0aY3ANlwXOnx/ghgNP8+EPf418uZ1yNcWGk2O88ozLWLSbRDqBqAQo1XmqtRm01gHetfkGVC1ONDHAtz/7KXTVRMmXqGoVrtq/m/GTI6iVGukU3HPj1Tx56gRtbV3MzQUIRaWv5wre+2tjTOfH2Lajn6999XEqRoWujIJaNOkeGODU5/6cVGucNjPBXC6HYlvc/f7b8Z/6NxTPQAajPPDA39CW6WJkapy23jTDJ8bIZCyMtgpf+tcAb6yFU1MRYkqECnkmT+bY0i65/u6/41//R5TcaBVV9YlnYrS0RPGUWQrjRc4fmybTFaM27ZHoLlP+/9s78+i4qjvPf27tVSrVIlWVltJuSbYky1osS5Y3jAHjBbANCXASZxsmyZmE7nROp8+kO3O6M53JTCYJmXMmmWQmCWnSQAIcwGAMxjbYBu+WbMuSZe3WLpVKVSpttS9v/pBMHIKMIQGZ+H3Oeaee7nuv7vf9nvTV79733r0T0NvfhUqXjNaQSiDgIX95Gavq63n86VcWjK2cCch8Ili+/BKzs0aOnc7C4y4gJdnLg/VKvvJ1Cb3aQWg2iCISRquzUH37bXgmRzBnpvPWhWNkpThJz9Qy4G3lkrcNW1zN8Z4LRONmdMYkSssq2NfWisWUTFxSUK2zkqQL4LDk44nHMNjVPPbTx9m2bSepGVrCCj9JRj3unhNYk00480xcaOwjv2ApPSEXL7/9Jp5ogDXLCpgM9zEy1MCRjlM4l9mY9blwJBxo1BFSspKYcYU413Q7ppTNbKkLk5eXy/qsEQ4cV/MP3ytFqzWSnplJPKJGxFQ4U7OJhZIIRTw48+z4/RKjExFWlq5k86Y1NJ8dJClFzclDZxlum6Cmfi3xWITxbveCsZVNQOamR62OsmKFh9Gxz6JQfZaYVM3pjhTcIfjZEwqOvHmQIoOfdVUj9F0a5PS+BoLhcaZjboQmQUP3ZXwjQbRIFFYVkrGqhMwkI5PDF5l1j4FrDFtGEmgVOCzZnOprZNrn5ULX24SjPaj0gm/87RZOHT+ELSWDfFMRX/jqN5AykslMS2NqMk5YE6J99CRLSrI4c/Ywicsu/L4Ys74warONCfcUJ157jtH+KUx6G8GwIDoa44615Wzc1MJXHz5AU2uQtTXNfPFv3Pzkv7WzvHYSz2CUlDQtOq0Ss03JqrIN6KM2QhEFFYWFxIgS8sUY9SkYnx1la+069MogOr2aOx64A+/sNBfPXMTmUC8YX9kEZG56amvPotVEKCnqY/PG/8rKisdob+3h588vIaZOZskyO6HUZILROF/8cpiCPBNCZaGjvQOnPQtFuBeVIoE2riTQH8QdDOAPTxAiDGoDYa8HjU6PUa9HMePFNTFCUb6VlvZTqA1q/NN63GNK8hxWJkZHKMsqxGQ3YzZYqFm2HFU4iC3DzvmO4xxq2E9mvo2VayrQZKXg98fwa30kjV0iOOzjgduSWFPciVKhwGzM4suPNmDLTiY7082jjwzy5a9MEYnq+d1Td9HRo6Zq2UZiswFSTFosTgUWqx1jwoRKq8YluTAINaUlZWSVZRBUaRhSjXNwTwNLqpZiW5qOJzyIcmacAoP8nIDMJ5gTJ9Zy8FAZR972MzlpQogE92xSo1JcYnLajyPLwboqaLxYwOGGCqKSkvKMajxDYzizi0lzLEGj1TLhm2Ll8iqIR+mdFlhtS7CnWVEZLViNRqSYxJmTZ8m2paLT28hfYseZnodn1EPLWy0Y7UYctmRM6eXsO7QXEZRI1sZRWBL0DQ8xcC5KdlIWWY5MMGfj0fSi0OiIBqcRVhXjEfCrE7iS+ti1NUpRZTm/elLLbx6P8t8fS8Y3qUSphKSkMDX1A2TYsnhgp5u1q2cpXy0RD6Wg0xvAIKFOaAkGAuRXOSldV4DKpEUZlbh4/BihUII7d6/Batdjmp1BpzNisS08XZxsAjKfCBoba7hwoYoXX7yfV1+7i9ysSf7+ywmU6ggRZjm4PwVXyxX8U6OkmJOYnTEixeIEpnz0jo6T5VyCzZKOQhtDp05mKuDjypSLgvSlzCZ0qPQaTGoJ4Y0QUcfQabSopQSKhAoiCm7bdh9HL7wNoVxW1K3hiquXJIxENCYSs0pmp+Jow2FSjRnEJIhpoT/YTDgWwx+YxBVKwmjQ0HwySn1tkE/vukyOs4+Tb2nJ1mvYfnuANEcav/71I3gmdJzvG+fBbeepqzrKN7/upqxMy6RvBKVGh0ZvIK7TMOP2MdI9iGsgQo9vGKPJQHHecoqWZmFKNxFKzJKhKUFhUdPW07lgbGUTkPlEoNcH2bHjZTasfAGlupl9Rx34vNspzdej1g3SO3OeBx6pYWpsEqc5j6b2i5TmFnGps5NgYIYZdwhTYjnN55vxzLoZ9h5CGxgjvzCfHTvWo9GFUBoMrNmxHaPViE6TjEKrYaB7gOBAmOf2/YK6Oz7F337/6zz+5P/gnvu3o88wcvDQSXJSy6hfVkGqXY1F72bNqq1cPHCA6GUPQc8shcoa/sOdn0MKq7ltS5iX9jpJ0sfZVv07vvZtPds+10Pd6iidncXY7eOkWhRU5dvQKSc4ebqKX7+YxdY7c/npD4OgjFO1wt1+zQwAABe+SURBVENsLIhGryAwHaaiuBRjZIKRUR+ukRh3bt1KIp7A5RpmdkaP07mcIVffgrF9XxMQQmQLIY4IIS4LIVqFEN+YL/+uEGJYCNE0v2y75ph/FEJ0CyE6hBB3/yV+CWRkJEkglKATEsYEFBbuwTukYdzjRWGc4tjJExTZczh5qpU7Vq6jsrAQIenoHx2lumwNxVlpaJXTWLUSOcYVFKdtwNffS8CrQ6BHGgxzvukouahJiiYxPu4ixaBneXk5zvQUDu15jcOv7WXSH2DSH2J2JsyWjVtJePspLUwizWEnOdVBbGaS0tJlBENKLFkahmM+nnzlJULKGK83OLh/xyRdXYW8/PIOdqxpZ+3KAJGIhoaGVVy4UEUwqKeuMsTx/XEOnG7nldf8/POPQ1xuklhX8wt2bn6OjevdaJRmtEKL1apjJjbDcP8V9GY1FqeZUP80nsEhNCYN0XiIQdfUgnG9kUwgBvy9JEmlwGrg60KI0vlt/0uSpMr55TWA+W0PA2XAFuDnQgjln3PxZWSCQT0vv7yD4+d2Ur/eQ11dAHOSllVLNjF5RcuEJ4HFkILHO4nZaaTPO8KA9wpWk5mksI+yEgdWu4GcymUUOkvQ6FLxDIdJ15fR3tCNVR2jOH8rM7o4n75rLQVWE8RAGzHQ2nsGtBIFOg3x2SlU1iin3jrAQHCMwtIc9KmpHDnTTHpRBhFNGG9iiJ7YMM2XxvArPbz5ZiNa3WXuWNvDlppu8nNnsNuHiUYV/Pr/PUrrhbX87nefeWeasWefvZ9Jbxr16ysQ4xl86VNqcnNauOceJUU5ZzEm+VmaHyUrp5DadfUsKa9ABMOkZZpJL0lFqRUU5pRBSEWna4TZKbCFjAvG9kZmJR4FRufXZ4QQbYDzOofsAJ6RJCkM9AohuoFa4NQNX3EZmfcgGlWTljaG329m7ys7uPvuA5RVNjAwFmBCBw99uo2BERXDvVtoOjdJSfEQIrGcyrIYa2p/QOOFewiOptDn6sGeZaO8qIq+ySlKS4JsWH2GE+2pVNZUM+4+xJXuLIw2OwUrMynKc3L2XAf1mzaRU7qMtzuPMzpyiZYjr5Gy+dOsXL8GdYYRfWKGCV+IK+NjWCxWMtIziSSGMBn01K6BZ94sxmEOkJE8SjhWxMqK02g0cY4fX4dKFWPp0g46Opbidjs4fHgTCkWCHzz2Q4aHnRRm1vHKKyXs2rWHjAwXep2G5vNt1K2oxmK3kKwzkLm8AHtWChcaL+P1j1BVVsnEcJxZ4WXLhjIa2wbfM64fqE9ACJEHVAFn5oseFUI0CyF+I4Swzpc5gWtrG+L6piEjc8M0NKzi2WcfIjXVi8UyidVs4r7tFlKMyczEDFQXbsLHBf71u6d56N5mVpW/RTxRgtcbp6WpE6smi3DAh9szgdXuwGwxUrXOjdU6xZLc86iCapKtX6V/MoHNVExHXzszUQ1qbTJGWzYHX3ydmrXrsFuy0ApBLJRgadl6JJ2BkvQc9HoNKklJzfIKzA4r6jiUVBVy8KQNT383cTFN5SqBt6+Af/leiHXrDrF791Ps3v0U9977CkVFXe+cqyQJDh26i6kpM6dPr8btdvDCCw8wM2MkFokTjwXw9YzS0NbI4KgHpzMDox6ajhwl25SJ2mBCJelIztThr/kL3B0QQhiBF4C/kyRpGvgFsASoZC5TeOyDXEwhxFeEEI1CiMZAIPBBDpW5hZEkwdhYGk1NlbS2lpFIKBCzMXRBLT/+vyZ+/PtZ/unLo+TnDeBzqynMGKZixfM88UI6IWMRg9Ep/LNBypZl0tZ1jMHQJKPeIQDG+vpoPXEMnf1pEuo+MtJ+Tvu5LmKzyZSUbiVEkLAIc/r0cSypFpLUCQxpNgbHB7ncdInMYjNfu289//zQlzjz+0ZsFNN9ZZrOwTa2VBv55u4w1nAav9u/i9YRH9FQCf/27MPMhhxotX86CKgkCc6fr2bfvnsIh7UAeDw2YjEVd29Ws6JC4p8eSyHqjVC5dB0Jq56WC5cwm1JZnpFF66lm+vq7CMQiDJ9pXjCmN2QCQgg1cwbwtCRJL84JlMYkSYpLkpQAfsVcyg8wDGRfc3jWfNm7TlD6pSRJNZIk1RgMhhuRISPzDomEgrfeuo01a06StsTMXRuyqc1VUpLZhnZ+jP3RwWRs2jyspjx27xqg+dI5ypznefC2cbIzx6hcsQopfIGi3BAAG9eE+S/fmuTo26U8tCWX6ZnN2LPsFFcWkFuiobvpGLbcBJFwGE1UjSSlM3rlEm8c3Me66i1MTCs4euJtXP4WNm5fTqY9gFYfwVlkxeyc5tiBPKru2EosrsSRZqTm7tsxp0aJhow888zD7N17359MAW8yTZOf3/sn59/QZCEnR0P7+H28ffIAOrMeyRcmR1GITq8nLqlxZjnYuKEe/9AI5WWrFozljdwdEMDjQJskST+5pjzjmt12AZfm1/cCDwshtEKIfKAIOPt+9cjIfFDuvvsAsZiKnp4l9PSU8Q/fcPHVz0+inO+G7hjRkOp009ubT4pFwea1Vwgr6hiYKKKzV0P3yBgNTUH6PDbiCQVnL9rodq2id2AfqanrWLPmdnzdY/h8w8zM9qGdCKJQmoiqE3R0dODMW0pv5zm6BhvYdOd6OgZC7Hm9mbfaLjLkbaZq5UosBgMZaUautKWzpMLBdDxCLORhsLcDjS7MvZtew+tRMDVlprOz+I/OTwiJXbv2sGvXHhyOuWf/NZoIQki4R0ZQ+Ktw5kt85T8lY063MX5xgJFxDxk5TqSZEMvz8li5diOtrR2Y0v+8acjWAp8DNr3rduAPhRAtQohm4HbgmwCSJLUCzwGXgdeBr0uSFP9AV1dG5gZ49dXtnD1bS3X1ecrKWrFY4rjHcpieTqalZTnly0ycPFOPEBIatcSdqy2UF2eQmzeOIX6FfLsRb4+P0+eW0jeyjtloAQW5ndx/XwY6YxfHTxyjpqqeF58/iN1YTjgFfOEgkZkQCYOSzOws/NNxhE4iIDwkG21MjYXwDSmYnEohongchyGD5CQ1+blJuBIBpidHCHkTKM3pJCc3c/lSOadPr37P85MkwRtv3InR6Ke4uBMhJEpLL6PXB9my1cTmB+oZ6TfRP16Lp6OV8d5xms42sqliAyF/lPNHWlDEIqTYDFzxNS0Yxxu5O3Acrpkt+Q+8dp1jvg98//2+W0bmzyEU0nHu3EpycgZQKBJIEsRiKvbuvY/u7j/uCItG1dTWniVV9wyjhCgrHSc/43Fy/nOQVGc6fT276LjwNkmpkxRn6jjd4mTtqvO4HXW0eTqxOlJRGpRo1AkuHrpE/e3lNBw/Tf/IBJUVK2hs20tGUjFrltei0UisXTnJmeFaFJFT1JWUkOk8z7GfWcmrsdF4uI+s0jTuWHOa3tb37zOXJFi37ji9vflMTZnx+5MQalCkG3nqO7+k7qGlnDx8icBAgK27d3JpuI2a0gokewpD/j60Bi2heHDB75efGJT5RDMxkcLevfeRmTnC8ePrOHu29k8MAKClpZzOzmKStReYHC6kNHcapTRIT1sJVtV+igokPvPgedKSnFRWXibF8BLHfp9gVBEkHtPxo3/9Fbdt3Ikzz05ZWRFrau9GKGd49LN/g6RTERwUTMwGaHc185ktr1JV/AKmxCUKCqKsXvk0ZQWn+daj7dRlv0FK6hja1DhdrVNcuFB13fPz+5M4daoerTbM7t1P8dBDz3LmTB2hUAlTXUF2fuY+llh6CY61UFtfzOHTr3Hm/EH8yiCZOfn4fFPo1HokaeFHdWQTkPnEk5ExSmqql6GhrD9pV18lkVAQCulQKhOUl1/i1X07eOaZhwmFdOx/7Q6GevaiVBVz991HEAoNpUVFPPT5TCJTb7J6Yz3eGRcok4gG1BQUl9Le1QVJamKzUSbGxklNyyc7JQUFEjptiIEuQbDLz5iUz6keJQpFnJWF3VjiAT6zW89dq7voaP0009OmBc9r2bJ2PvvZp3E43AgBen2IaLSEDWtTUanuJ69gHG9slBNHe1BozNz7qd3kZTiwpqYSDYWIR4NcudICQUjR5i5YjzyykMwnnubmFXi9qQwP3/jjKF1dRWzdup+SkjZefnkHB15fQ3tbP+vX55CTM0Bh2ctEYloU7dtpGxpg/T3lTIT8JBsyef3Vl1CoVUh6DS3RbkqKq0hIEhqlkp3bZjHoExhNcaKqEHnKCWqLpti3bztm8xQKRYITx9eRlOTH47FdV2NV1QVsNi82m5cL/bdT5pzFn/geLW3TGEWcTn8clbaVL9/fQXibkT7XMN1dQ1RUriEWF+hC4BibwqXXk5mSvWA9sgnI/FVwIwYwM5NMIKDH7Z6biOOtt24jHNbS25uP3T5Od3ch/f25PPTQs9hsHtq9tZx4YwSHxUd23b1MM8mz//4i6+rq0arG2fPqIabccFvmesY8l8lMymRZUQKVSkJIMaREE7s2QTBooqdnCVNTZmAuKwkG9e+rd3zcTk7OAOGwFrU2j6eP2cjN3c/Kkn0cfesLBPUhthccxTu2ghUrOnFPGVmxtJrRlh5u33QXCtwsq93M6Pgpggt3CcgmIHPrcPny3CsvHR1LAQgEDBw+vIlly9rZsuV19u/fSkfHUp56ajc5OQPs3PUSX/tmKZPDOp54+jCrH7iP7Fwzh17dj84WIuqfwVoQJyulmb4ERNUtpKbOPfjmHoFP3ZUgELDy4ov34/NZF9S1EIcPb2Lp0g4CAQPFzt9xxfxVKtOfRxWbwT0ZweD14lg/SnbGANGYmtaB44z7rnDHbWX4Ax56Lp9kJOjDkpdHenLmgvXIJiBzS3HVCK6lqKgLi2WK7dtfJRAwMDiYzchIJjOzJi4PLWO0R8uGLam8uW8/aUv0ZMfsDDQPIuIqPn1fK0++oOIbXwnScjmVFEuIgwfvYvPmQwD09poZGsr6QBqFkKiouEhd3RnMFgf++L/gDcZZavsNQf8yrOZmssvSKDK+zfSMmaG2LIpLOygoniY3GsaeewdNAx30DnoIqPzogl7U8YIF65NNQOaWxmSaJhjU4/cbOHp0I4ODc23ntWtPkOUcJHOsgcMdgs9sdlOYb6NrZJoUcwrlpWru3RBmZV2Imko1afYp8hxm3jiUw22b5gwgkRAMDOR8YE1JSX5qa88Si6mQCKEzjOH1rUREf4A3ClOB76KODtA3WEFu3hkqK5v4feM2lPEunMlJGEyNJFnS0BoNjLrb0HlgzJ6xYH2yCcjcsqjVUXbseBmVKsbBg5u5ePEPE3R0dhZTvqIFu3mWR3Z6keJqlueNMzsqYTAbeWRXD/EZNa8eXE9+/gRp9gYys7vpH4aZ6WQOntpIIqGguXnFB9Y1O2tkz55dRKNqcnP7KS39GTmZxTS13o470IRGs5G1y3+KUihRq2MA3Lasi0xjN0JIROMteKTf0jF0HsntJ9gzzHBi4bsQsgnI3LLEYiouXqxAo4nQ0lL+R9tGRzN44t++iFIZZ9Omw5SXNxOKqNi+Ic63vxekx5VMukOJw6yhtLCL5557kAcffI5oZD3h8BXa2kpuqPNvIcbH7QBMTlrQ6ULk5x/ApB8n2RBEmWHBau4HBH2R+5ls7yErcwiRLBFJaAn4Yji0T5BIqEmymnmgbpaWoYYF65JNQOaWRZLEdf9Tz87ODcQRiWhQKMA/Y6G3L48773HjSPcxM5OL2eLipZd2MDqaQW9vPs7CXkzJU+Tm9tPevuzP0ieERFFRF2fO1CFJc02L++9/EYf9p1fPAIe0nwv+25kailGhC9I4Vg8X4kTVWnRGMxmGVAry26lfXcN3vvgn7/EBsgnIyFyXzMwRCgu7mZ1N4vnnP4Xb7eBb3/oxBkOAQ4cyOHKq/p0RgV56aSd1G45zqmMD3e96G/DDsH79MerqzrB//1bOnp17SbevLw+7fRwh5h4nNmiDbFzxNh6vEW9HJUuc7XRbl1G4tIM9TztpbhxjrCWX2po7gMb3rEc2ARmZ6+BypXP+fDXj43bGxtIAePLJz5Gb209Dw6p3DABgetrE0QN3EYv9Zf6sdLoQSmUcjeYP04ofPLiZoqIurNa5uQUvja0jL/kCVkOUlIoznG+qpGJFMx3Dyxgb8RCf8pOXvYKKvJcXrEc2ARmZ65BIKHC50tm27TUkSdDRsRSXKx2XK/09949GF57p54Ny6NBduFzpf9RkudZghIAC8zl6B5YyO2FgNGmaVasamZ5J4pnfZ6Acc5Fm0vLZrY0MDS08Zof87oCMzPswPm5netr0TibwcbFQn8Wrr25HkuaaA1M+M16XherqRpzOuTZ/PB4jGpnlP37JhTVlmFgwjaK8heuRMwEZmfdhctLCE0988Y9S/8Xk6p0DSRI89dRugkE9+fnd5OTMDe3pHsvikQc7qavvYstdoFBc5sknPwc8+Z7fJ5uAjMwNcLMYAMwNv97SUk4koiES0SBJgrNna8nKGkKhkJAkFXX1HQgBSiX09BRc92Ul2QRkZD5hRCKa+SaBeKePIDe3n94+K75JPTXVHYRDShASLlcWzz//qes+syCbgIzMJ5Crow9fpbc3n7ycTtzDNpqbUzDqB1AoJJpaqt73oSW5Y1BG5hOOEBKrV58mljDQ2LSemZlkPL5icvJn2LLldVasWHi4cZBNQEbmE8/y5ZdwONw4HG7uf/BpaladRaWK8aMf/QNjY2m0tZVc93i5OSAj8wmnpaUcjSZCfn4vY14lpcuG6O4uJDe3n+TkGbKyhujtzV/weNkEZGT+Cjh3biXT0yZ23bcXlSYyN8X5/FRt+fm9sgnIyNwK+P1JROJKJsbtVFef56WXdjI9beLIkduve5xsAjIyfyWMjGSyZ88ufD4rdvs4vb35180AriKbgIzMXxH9/XNDi19vKPN3I98dkJG5xZFNQEbmFkc2ARmZWxzZBGRkbnFkE5CRucURkiQttgaEEOOAH/AstpZrsCHreT9uNk2ynuuTK0mS/d2FN4UJAAghGiVJqllsHVeR9bw/N5smWc+HQ24OyMjc4sgmICNzi3MzmcAvF1vAu5D1vD83myZZz4fgpukTkJGRWRxupkxARkZmEVh0ExBCbBFCdAghuoUQ314kDX1CiBYhRJMQonG+LEUIcUgI0TX/af2INfxGCOEWQly6puw9NYg5/vd8zJqFENUfk57vCiGG5+PUJITYds22f5zX0yGEuPsj0JMthDgihLgshGgVQnxjvnwxY7SQpkWL04dCkqRFWwAl0AMUABrgIlC6CDr6ANu7yn4IfHt+/dvA//yINWwAqoFL76cB2AbsBwSwGjjzMen5LvCt99i3dP7aaYH8+Wuq/AvryQCq59eTgc75ehczRgtpWrQ4fZhlsTOBWqBbkqQrkiRFgGeAHYus6So7gN/Or/8W2PlRViZJ0tvAxA1q2AH8uzTHacAihMj4GPQsxA7gGUmSwpIk9QLdzF3bv6SeUUmSzs+vzwBtgJPFjdFCmhbiI4/Th2GxTcAJDF7z8xDXD+JHhQQcFEKcE0J8Zb4sTZKk0fl1F/DxzkF1fQ2LGbdH59Pr31zTRPpY9Qgh8oAq4Aw3SYzepQlugjjdKIttAjcL6yRJqga2Al8XQmy4dqM0l8st6m2Um0ED8AtgCVAJjAKPfdwChBBG4AXg7yRJmr5222LF6D00LXqcPgiLbQLDQPY1P2fNl32sSJI0PP/pBvYwl6KNXU0f5z/dH7eu62hYlLhJkjQmSVJckqQE8Cv+kMp+LHqEEGrm/tieliTpxfniRY3Re2la7Dh9UBbbBBqAIiFEvhBCAzwM7P04BQghkoQQyVfXgc3ApXkdX5jf7QvAwhO8f3QspGEv8Pn5HvDVwNQ1KfFHxrva1LuYi9NVPQ8LIbRCiHygCDj7F65bAI8DbZIk/eSaTYsWo4U0LWacPhSL3TPJXC9uJ3M9pd9ZhPoLmOuxvQi0XtUApAJvAl3AG0DKR6zj98yljlHm2oqPLKSBuR7v/zMfsxag5mPS8+R8fc3M/UJnXLP/d+b1dABbPwI965hL9ZuBpvll2yLHaCFNixanD7PITwzKyNziLHZzQEZGZpGRTUBG5hZHNgEZmVsc2QRkZG5xZBOQkbnFkU1ARuYWRzYBGZlbHNkEZGRucf4/k6sohWfuDJcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(106, positive_only=True, num_features=5, hide_rest=True)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Z2MSbZ6kxwmP"
   },
   "source": [
    "Pros and cons:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 287
    },
    "colab_type": "code",
    "id": "6HmKJVr1xwmR",
    "outputId": "7d369717-cefc-461d-d01f-49389dddd177"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fddb39bda58>"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(106, positive_only=False, num_features=10, hide_rest=False)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))\n"
   ]
  },
  {
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   "execution_count": null,
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    "colab": {},
    "colab_type": "code",
    "id": "g1y8r9Sj0uDD"
   },
   "outputs": [],
   "source": []
  }
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